{
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  {
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AgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoZ0KrUAACAASURBVAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIUY7e/QAAIABJREFUECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAjcgkGchO5eFhfVrMAsrK1nomahVf+30c56F+TewRX9KgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApMpUB+WlyF5tSX0DbaGV9OqtIahSmtXbJZV7qvY25X4PYXwgvXJPCWuTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDArBJI08RTpF1E5i2h90pcfqpZwvKJ30fncHrGakvoT89cF6lns+o/3sMSIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEDgWgIpNh/MQkcKr4sAuzXM4NB8vNPZRwP1SkvorWQhXJmgLk6/1sHyGgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC01/gymTzUG0JfaOTzccbZXvf6CT2MFQ4jk5O78iz0D79T4knIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgVgqkIHowCyvT9G7BeSOj+TBUTJTPQk+K/mfl4fPQBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAg0v0CehfmVLKQp5/2V1jA0Oqm7kfG1e41lXnwJIH0ZIAtpWnrW/KfJDgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQmHEC5aTz0ei8c3isALr+9/nc7vj2g6G23tu4Nl7ctuYj698Hl8SJWu//bPlHrp3uVX//8wu6Y/3+Zs/P4VSaUG9S+oz7WHogAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAs0lkCZpp3j5apPO31w0GpeXYXkKwMuYfKTaFpt9fXjk3mK/H+xdVgvXy2A9xfMzOVAvvkiQhZCm2TfXibMbAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSmlUCadl7JQhiddt5VTBG/sLqriLTLyPzy2dubPjCfqAA+RfVlpP5u1/rCY+YF6mEofdEgfeFgWh1WmyVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYGoE0jTsC9/s2vXO2s784rY1xXTw/x7//KwJzccTrKcQPwXq/9qxOpZx+syYnN45XG0JfYNZWJlnIZuaE+muBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAg0lUDM2+dfOrTk+x/s++rJSy9/6dJ4IuypeM/7Zz4Xjx78Rm0d2vut+OT27151rfvOE3HJQz+6rvW9TZuveo1fPtdZu1e679lXOj42zP/wyL0xTYx/b+PaYmr6dA/T00R8QXpTfXxthgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMDkCsS8PYt5+8LLlbaekb/O/ePIG7f9ZyoC8mvd862Be4rYO0XfZVReBuR3r9gZb31gd9OtT3Y8UwvcU/Ce9v3TnQ/XovX6501hejkx/fyC7jhdw/QySJ/cE+vqBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAg0VGA0Op/TcbnS1jtSnXOqPoZu+M/5Z+LI+QUxvnV/rBzfEI8e3hL373su/vjZX8RNP/h1XPfYgfjo9qO11b3l9bhsw0sfu+5atT/euXxPbc1b9kLTReplOF/G9PWR+j+PLCqmpb/btT5Ozyi9c7jaEvrOZWFhQw+3mxEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMDECMZ/i6DyfV4Tm8Z118cLffhJP/6k/njzxh3jo5ZNx34tn4u49f2no2vzUsVrYvuKRw0XUvnjdgVq0/okv9zVFtJ4C9WKK+ubH4++2fjtW13fHfO50m5QehipZ6Mmz0D4xp9lVCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYcIGYt7fHvC2MVNv6Gz/d/P/BefX0s/HE8d/G135/vAjOGx2b3+z9tj99oojVH3rslSJULyesT2WkfsfXdsWOVTviE2u2xv2Le+KZT22IldauabEGW8Org1lYOeEH3gUJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIELhxgZi3L7xcaesdqbYNNTQ8P//ZGN/+evzHucfjG6d/FQcGBqZlcD6eYP3R7UdjfaA+b9kLUzJBff7SXXHV0h/GnfdsiYfu2DgNgvTO4UpL6DUd/cY/595BgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA4KYEYj6n43K1rW+k2jbcsPD8SnR+sfJkPHvqYDHlfN+LZ+J4I+4Ucl9rrXjkcDGFfNmGl4rg+1p/m17b/NSxce1lPPsf6z1pD2WcfufyPXEqJqd/ZdGOuO0LW5s+Sq+2hP5zWVh4Ux8EbyZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYGyBhofn+bwY/95RTDofKzrf+fM/10Ly+mj8rlX7Y4qw02pb+vyUTAm/9YHdMU0oL/eR9pSC9rTSXsuoffvTJyY1Xk/XT/dK9017aHSY/uB9zR6lh6HBLKzMs5CNffq9QoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAdQk0PDx/8+4YL6yKQ2efjwMDA3Hvb0YD6nK6931r+qc8LE9x+WSsFIeXwXoZq0/WhPUUpndveT0uXneguOdkPM/VrvnpRc/E1V/sjX0LNsVjtz0cK61dTbQ6hytZ6Mmz0H5dHw5/RIAAAQIECBAgQIAAgf+x9/axcZznoS//sIIC0lJD9RQFaotm/vAfTlCIgMw16UA26w+Jq9M629wEdg0XonpaRDjQlVa6x8hQtmPWH3WsS0eUHNWKqRUZ9dSx0uuEaW0nhV0fom58YzfQYXzlnovY4rJ2UQTH9xhb4zbFCa45Fw/toZfLmd35eGfmfWd+BBb7NTvzvr95nvcd7vzmWQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIPARAacxMPDh5f7plaX+5ZWlfifpm/PuHudfl/8357VX/sx5/PT/4fzu//rdVTE67YrdXtK0Tq+5krqI4yKpi6Cusop6FtXSb9t92rlv9Liz8BlbIxn9sLPUW5tDRmdEhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBABwJOY8ByGtvHV5a2LyYtna+u/53fcn7+0/3O0+f/xNn9H84kUllcJ4E86bZIBXWpEu/K6ae/9YZTv/APsW4PfeN1Z5/9orNr/7Op7J+de844h2+Zcv7iuge0EdJFRn/Lqo12SB3eggAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAsQg4jYHRD5f651aW+puJy+eNzzrvvnaz883T9zg37TuditictPyt8/rdyukiph955JXYVdPdSunX3vF04vvu6rEZrYT0t7fWFpDRizU20lsIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBFgJpVz3/4NJ1iOeVeuLidhAhXsR0qWzuVkyPWi1dKq0feODl1errss4g2466jCukv7Dj3swrpCOjtwwkPIQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhDIPwGnMTCQWtXzpX7nmdlDzu8ffjxRQTmq2MznPpHipbL57Qefi1Ut/aFvvL66jqSrpO/cc8a5b/S48/o192QqpCOj53+8pIcQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKDQBJzGwOjKUv/8ylK/k/TtzZerzsGJx5wrqzPI55pUPw8r3Pd/4fxqhXOpdD711EUnbLV0+cw++0UnaSH9tt2nnbnhB51LVx3NTEhf6q3NNazaQKEHGDoPAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkB8CTmP7+MpS/3LS4vkHl65zvnn6HmfHnWcQzw0VzzuJ6q2V0sMK6ae/9YYjMvuu/c8mFhtXj804h2+Zcl7YcS8yen6GL3qSIQFrrD6+bW99klsyDKxKvZbh7mXTBSDQt/vJM+RvMvkrXK3K2WoBwoguZkRg89Cxwd6yPcktOQbWsM0FpIrie9MNJwY3jZxcUHFT1CRWkwGBvkp9gZtCBntmfiJzQQa7kk0WkID870/+KszfSn3B2jtL/hYwl+gyBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFcEXAaA5bT6K+lIZ+/+vxdq1XPOwnMvFdPTL7Oiu3Ouy+sVjp/6Buvh6qS7grp8vmk2r5zz5kMq6Mfal62apMNq2blalChM4UjIJJ0UjnKej+aE6yxWQS4wmVWOh0ulSeq1u4n/4lcS/D4a299MZ29yVaKSGDLkD1dKtsOt8QYNIsYV0n1+YrhE6ObRk46Km5JtZH1Jk+AYw71xxylss2xRvKhyxZ6enrkAktyWG0OW2MzowQXBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMBIAiKff3i5f3Jlqb+ZdOXzZ2YPOTftO52YSMwJELUnQJLk2f+F887tB59zjjzySighfeqpi6siu1RZT6J9bnX016+5J4Pq6Ieab1u1cSMHEhoNgZ6eHhGkk8hL1vnJ2C4V5wg2CCRBoFS257aOHn+ffPsk35JgwYUkSUQv6xQCpbK9jICemIAucv88kaaOABK6OpYmrymJebbo65R5oPf6CX49yeTEMKTtSOjq/2dAQjck+GkmBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIfEIgLfn83ddudo5P3edcWZ1JRBou+knGPPT/135nztm1/1nnwAMvO1L1vH7hHwLdpKK6fC4pBl/c/YTzwo57M5DRa4tvWTUqIH0yXPHIIAJ9lfpyUjnJeutO39hZJDiD8sGkpq4KrCP3Jzankr8fiSryixEmxQVtNYPA5qFjgwjoiQroTmnI5iIwhemAhK4QpsGr4thAvcT68VzQtIZtfj3J4NwwoelI6OrzFwndhMinjRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEILBKIE35/ODEY8hMFfUnJvJ+sjaMkC7SetI8du4548wNP5i6jL7UW5tvWDVOHjN2G0VgW+XcdNI5WfT1GxUQNNYIAq0Ca9+eGaqhJ3nsxoUkRuSEaY2UqrdI6MlK6AidarMCCV0tT1PXVvRj+iT63zIXLJgaF7TbDAJI6Oq/60VCNyP2aSUEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgUITSEs+f/X5u5zPHziVuBicxAk71qn+JEpcpkGE9GvveDqVeLt6bMb52o2POpeuOpqikH6oedmqTRZ68KLzRhGwKmercfOez3cei4WxUUFBY7Un0Fu2J11pybpl+p/Iwc45GJePVZ21tA8KGmgUgVLZXnBzmPtEZPRFowLCgMYioRuwk1JoYtz5lM9vPF5ZPwdM8D9DCnFc1E0goW/Mv7hjEhJ6UbOJfkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQMITAh5f7J1eW+psrS/1OUjfkc/UnIOKewMjb53d/ed458sgrTv3CP6zdHvrG66kI6K0ss5HRa8tvWbVRQ4YcmllwAn2VerM1Z3isdn6QavMFDzG6r5hAqWwvutJS766HU59XizZGcCGJ4gAu+OqswUnLzV/uExHQHblQp+Bhprz7SOjKkRq5wqLN/2n0t20eaMocYWRw0GjtCSChq/0fX8YHJHTtw54GQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoJgGnsX18Zal/OSnxXNb7zOwhZ8edZxCWKupPQKRxktLEbfza78w5IqTLTR5n1QeR0e8bPe68fs09qVVGX+qtzTWsGieSizmkG9PrvrGz81nlZUG2u2xMMNBQ7Ql4Cax9YzO/KEguZXIMsa1ybk77wKCBxhAoDdnjbdKhw3O1MvrmoWODxgSEIQ1FQjdkRyXcTI411H+H1D7+bxmyuXg14Tgu6uqR0NXnLxJ6UbOJfkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ0JSA0xgYXVnavoh8rv6kACdKYeoVA4dvmXIuXXU0JRn9UPNtq8ZPa2s6/tKsnh5rrD7ulSe8pm78tPbOIsSRbEoIeAms1m2n3yFf1eWrB0suJFESvaxECJTK9ly7dMhzpRI6+ZpAqiGhJwDVwFV6zI+ZXByWp3Z4jf9bhm1+Uc3A/NC9yUjo6v9XQELXPeppHwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBghBwGgMDK0v980nK568+fxeVz6l6zslhjxiQyuhfu/HR1GT0t7fWFhpWbaAgwxvdNIiANTY7kCeZQ8e+WJV6zaCQoKkaEyiV7fl2YWnrjY9SCd1jnlc5FnAhicZJYVjTSmW72Z7DPFcqofPLBQnkBBJ6AlANXKXKeZV1fSTE+oz/iwaGB03WnAASOhK65iFK8yAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAsAacxYH14uX8yafn88wdOIR8nLCVx8lT9iZy0maYrox9qXrZqyKhhB02WT5xA3976Ytq5V6jt7a0jkyQexcXYgKfAOnI/x3sJH++JuFOMCKOXSRLYPHRs0Ec4dHhdlYg+wa8PJRDESOgJQDVwlYU6dk/4uMJl6Tf295ZtjjsMzBGdm4yErv67Syqh6xzxtA0CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQM4JOI3t4ytL/c2kBPR3X7vZQT5Xf3LBPUnIfX7Zioz+xOcedi5vPZz4jaroOR/oDeweJ6WTH9us6qxlYGjQZI0IbBm2R/1kJWvPmfc4Rkkwj7mQRKNMMLcpW4bsab8c5nU1Ero1OMlcm0CKIKEnANXAVXKcof44o8PY37SGbX5FzcA80bXJ/L+vPn+R0HWNdtoFAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCDHBJzGwODK0tULScrnByceoxJmShWrOAGr/gROGKa79j/rHHjgZWfqqYur9/1fOK8s9nfuOeP8xXUPJC6iX956qPm2VaNaY47HfZO6Zu2dHQyTgywbfgy0xurjJsUEbdWPQCeB1fqtx39OXobPyzDMrLFZZDD90sKoFpXK9mIH4ZBq6OXYIvq8UQFhUGOR0A3aWQk2NcycybLBjkm6zAkLCe5OVl0wAkjowXIyzNiFhF6wJKK7EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASyJOA0BqwPL/dPJyWff3DpOuf41H3OldUZZRJumC/dWVb9iQyYdmYqwnn9wj9suImUrlJG/+LuJ5yFz9iJy+hLvbX5hlWjamOWAzXbXiXQV6kvM/50Hn/i8NlWOTdHqEEgDoFS2V72k5V6b3iA48CEL0TkQpI40ctnpaKtX/7yemz5fFXg771+okakJUMACT0ZrqatNc5xMJ/1/h+j+/g/wUXrpiWKpu1FQvfOwThjExK6psFOsyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5I2A09heXVnqX05KQH9m9pCz484zSEcJS0dxTkrwWfUneoTpQ994fYOE7orpqmX0w7dMOZeuOpqwjH6o+ZZVG83bGEh/zCIgkjRjVjJj1sdcm2ZFBK3ViUAQgbVv7Oy/kcMJ5vDYWaos65QUhrWlNGSPd5cN1cjYRd2OjJOGhYUxzUVCN2ZXJdpQjjHUH2MEGK+b1uAkF6wnGtnFWDkSuvr8RUIvRu7QSwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACmRGQ6ucrS/3zScnnb75cdT5/4BTyOfJ5YWPg9oPP+UroScjoV4/NOE987uGERfTDzuXe2nRmAxcbLjwBq3K2ilyi/uR0K1NOVBc+zSIDkAq/3UQl69Yn3mmNNx4rz2cuJIkcwXywVLbnu+Uw78eS8JeJsuQIIKEnx9akNXNcofy4YvVXHLqN/VuGbL4jMClRNG0rErr6/OV/e02DnWZBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMgDgY+rnzeTENA/uHSdc/+DDxVWPI5z0vPaO552dt59oetN5ObdX57vupysL057+Gz8E0CyP49NvdpVRr/j6A+cX/udOSX7a+eeM84LO+5NWEavLTasGpUc8zAhGNYHqzprMTbFH5s6MdxWOYdEYlhe6NLcIAJr766Hlcx1nWK46O/JxTq6xATtMItAN8mQ92MJ6A6SZrL5gISeLF9T1l70Y4Ak+h907N8ybPOraaYkiqbtREJX/38+ErqmwU6zIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQiYTCDp6ucvfOcPnSurM8hFH1c/d4VykcZFMpabCMnu7fS33ugqJ7sVs1Xcy/bcbcu92yZXaEdaV3/Cxz0JHERGl/2jUkY/fMuUc+mqownK6Ieab1s1RDeTJwVD2943dnbezS3uExi39tYXDQ0Nmp0hAWtw0gokKQ0f4zgx4V/J4UKSDBPB4E2XyhPVQDlcjidiF3kbCJrJJggSerJ8TVk7/xuo/98gxLjNrz2YkiiathMJXX3+IqFrGuw0CwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEICAqQSSrH7+7ms3O58/cKpwUpGIxbv2P7sqDu+zX1wVvB/6xuupiuUq5HSvdYikfuSRV1b75krqqip1F/nEcFAZXZir4HT12IzzxOceTlBEP+xc7q1RNdnUicHQdluVek1FfrAO/5Pc1tgsv3RgaH5k1ewwAqt12+l3yD///FPABgksq0QweLulsj0XQjR0WDa0jN80ODyMaDoSuhG7KfFGKphDlfwfnqd2hBnve8v2ZOI7mQ3klgASuvr/D5DQc5sudAwCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQLoEkq5+fnzqvlxXPxfxWsRhqWbuiuZTT13MhWjuJZ93e82tpi4shImwydMJ1rT6EkRGlzhTxfeLu59wXr/mngRl9Npiw6ohraY7vBd2ayJIp5WrRd2OiP6FDTA6HolAGIF16+jx94uaW2n129o7OxhpR/KhwhIole3lMKIhy4aW0OcLG1wpdRwJPSXQmm8mrXm2SNsJO95bwzbfC2ieJ7o2DwkdCV3X2KRdEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQKTSDJ6udvvlx1btp3OlcCcv8Xzq9VNpdK4LrK5jpWW5c2HXjgZcT0SriTRlJJv1ucSSxKbMY90S1V0b9246MJiuiHmm9ZtdFCD7p0PjUCfZX6ctyc4PMdxquxs8hyqUVzPjZUKtvNwJLSyP2x5zTyt0P+VuoOF5LkI6/S6sXmoWODgfO3HFq+pmq6MBuyx9Pan0XdDhJ6Uff8+n5zfND5+CAKnwjzw8L6vcIzCAQjgISuPn+phB4s9lgKAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEPAhI9fMPL/dPryz1O0ncpPp5lJNXOn1GKpyLAHzH0R84IvlKhe9uVcCjvu9WD5ftiKgt25SbW0lcql3L7do7nlbKVdbnrlvuZXvutqUd0h65Re1Xt8+JmC4V04WzColap/hR3ZbdX57vKqMLS4nbuNu+bfdpZ+EzdnIyulXjJ7g9xmVeUktgW+XcdNxc4POdT3Jb1VlL7V5jbXklEEVg7dszQzX0kBeuhRyzEMDymnAJ9Kv3+olaBMkQuTyEkG8NTjKnJhC7ratEQm+lUdzHIefK2P9bF2F7keYHLrwpbhLG6DkSeuf/z6OMN0joMQKSj0IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKDIBpzEwuLK0fTEJ+dzk6uciZIuELfJ1t8rT3eTq9vdFthaZWyRhkbxFuhbpW4UwHOUkQ9TPuNK6K6sfeeQVpZK6cBf+IlybxiYq0zCfEyYSP50uiJD3hF+Y9fotm2RV9KXe2lzDqiHbFHkySrjvcjLVL7Z5Xc3Ja6tytprwbmT1OSHQW7YnwwpK1s1ff49cVZOrfhy5kCQnCZZCN0plezFsDrN8qIrwiynsxsJvAgm98CGwCsBvTuT16MccEcf7JhffkJNhCSChR89TvzEOCT1sFLI8BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI9DiN7eMrS/3NJAR006qfu9K5iNSdpN52odzvuVvN3BXNRTIvUnVvEaTdauqKGy4cAAAgAElEQVTCQEUFdbdSuqzX74RJEV8X1iLr+8WivC78Jcbj8pGq6K9fc09CVdFriw2rNsDQDIGkCPRV6s24OcDn/U90b6ucm0tq37HefBGIIrD2fu6PY89h5K9//goba6w+nq9IozdJEBBJMKJgSCX0gJXQpdJ8EvuOda4ngIS+nkdRn3Fs0PnYIAqfGHME/0sUNREj9hsJXX3+IqFHDEY+BgEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgiAScxoC1stQ/n4R8/u5rNzufP3BKe1FIpXQucrTI61KVumiyediTkiLiS+V3YSVidFThXz4nzKmS/slJJ4npbrK/XBAQt6r81WMzzhOfezghEf1Qs2HVBos4LtPn5An0jZ2dDztmsfwnY0wAFsvJ70W2YDoBa9geiCon9Y3N/CJAHGp/DKprH7iQxPTsSqf9pSF7PGoO87lg1dA3Dx3jWDiFcEZCTwGyAZvQdU42uV1xxvotw/aoAWFDEzUhgIQe6n/1QP8jIaFrEtw0AwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEICA7gScxsDgytL2xSQE9GdmDzlXVmcCfbGd9kk1EW9FfpaK0VNPXexYNbpTRWn5rMjPtx98blU4T7sfedyeyNMik8fZN3IhgOyTJKrNyzrl4gL3FlfiTnofSpx3inF5T5aJ244/uHXauXTV0URk9LetGtVYdZ9MDGyfVPmNG/d8vvOJbmvvLOKcgbmRZpPjCKzWbaffIQc752BMPs00Y4FtmUmgVLbn4giGfLariM4FXSmlBhJ6SqA130zMeTP2/9R53H7McZ4xUPOc0al5SOjq/y9AQtcpwmkLBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAFNCTiN7eMrS/1N1QL6B5eucw5OPKbdCTi32nm36tCdpHP5rFTtFmlXd/k4Lycw3QsGpGp3J5nab7+pENJlf8vFBn6V2qVdIs1LjOnIXRhK3Poxktelf3FjWqqiv7Dj3kRE9Mu9tWlNh1KaZSgBqzpr6ZiveWqTiACGhgfNTolAqWzPR5WTtt74KJXQK+plk9YxCPEkpUQweDOlst2MmsN8rquA7ojkb3B4GNV0JHSjdldijW2dA3ms5hgj7ljfW7b5fyKxiM/XipHQ1eRs69jH/wL5yhF6AwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBAOYEPl/rnVMvnsr43X646O+48o42IK9Wqo8rLIua60rmsp/WLeB6rP7kRlKlUIncrpftJ4X6ytSukB5WtZb+HFd9F5k6iAntQPp2Wk3Z1ughDeKqoiv61Gx9NRERf6q3NNayapXxAZIWFJdC3t77YKWd4L+ZYv7e+WNjgouOBCMQSWIePcWyWsIS+rXKOC8ACRXIxF9oybI/GlQv5fDcRfaJazOhKv9dI6Okz13GLHPvHPPb3OC5RMc5bw/aAjvFCm/QigISuPn+R0PWKcVoDAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQEAbAk5jwFpZ2r6YhID+zdP3aCEDiUQrVanDCspI5+pPWKRxEleqj8uFBiKY+8nnXq+LLC4yu18bZZ1enwvymiqZ269tcV+XHOmUHyKqxxXpb9t92nn9mnsSkNFri4jo2kwpxjfEqtRrcfOJz3eeO6yxWaQR4zMlmQ6UyhPVuGKStefMe+Rg5xyMxYcLSZIJ/pysdcuQPR03h/l8Zwk9J6FiRDeQ0I3YTYk3Mtac6SFgs766/KKDittC4jufDRhPAAld/f8ESOjGpwUdgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCgnoDTGBhcWepvqhbQP7h0nfP7hx/3lXnTOPEWVTyXKtciG8vng1bHTqM/bCPayRMRp28/+FwoIV1kbIkBkdld7nIRQxDZvNsynSR3d1tZ3Uu8dxLtVYj0V4/NOH9x3QNJieiIreqnicKt0do7O5hVDhZlu9ZYfbxwgUWHAxFQIbBuHT3+flFyKat+ciFJoHAu5EKlsr2oSC5UISjmcR3zhQysjDqNhJ4ReM02m9Vcm+ftqponeq+fqGkWLjRHMwJI6NG+R+00/iChaxbkNAcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQNYEnMb2cdXyuazvzZerzo47z6zJu52+vFb9XlTxXKo8i6gct9Kz6v6wPrUnTESyFglc9nc3Wdx9X6qpS4V093nr/ZPn33D2f+WHztBdTzu/OnZm9fbrv33WuWn8gnPgqy95fkY+3yq367iPd959wZGLMVr72vpYeMS9QONrNz6agIh+qNmwaoNZj61s33wCfZX6so65mZs2jZ1FojM/TRLpQalsL8cVk3pveCCTY9Dc5GeAqq3yixGJBAArNZqANWwPxM1fPt+5OjDCZbopgoSeLm9dt1ak+T2tvioc65vW4KSla+zQruwJIKGr/U5Vxggk9OzjmhZAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACENCGwIeX+6eTENCfmT3kXFmdSVX+EaFXqjdLleZWUbbTY1lWKluLkBxXpk3rRB3bUXvyJEqF9NaYEslchHNXPve6/+yXzjsPnXptQ1yK4K37/kyjKvoXdz/hXLrqqGIZHRFdm4nG4IZsq5yb0z1HDW9f0+DwoOkJEVApsPbtmaEaegCZPPI4woUkCWWB2asVQVqhWJjHKuax+yTjpNlRYlbrkdDN2l9JtTbyXJnkPGz4uhXPFVzcmlTw52C9SOhqv0eV8RAJPQeJQRcgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCMQl4DQGrJWl/vkkBPSDE4+lJta6Fa2lSnWrGNzpsYi/Ip5LtXROJKo/EWEyUxHS5UKGTtW/W2NLBHQv6dzrNRHVvUT0O47+wIg4lIs8OnERbnEu5Ni554yz8BlbuYj+tlUbjzte8vniErAqZ6smj2kmtF0YFzfC6LkXAZUCq3XrE++YkAcmt9FrH/JasQmUyva8YrEwtrSds/YsFjvC0u89Enr6zHXcoslzta5tVz02bxm2R3WMHdqUPQEkdPXf/SKhZx/XtAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQKYEPhLQty+qFtA/uHSdc9O+06kItSILi0getOq5yLMiyYpIq+sJONql/qRIHKZykcKRR17xvbjhyMMLgQV0V0oXEf3J8+sr9Utsxmlnmp/tVhVdLgaJk2NXj804c8MPKhbRDzuI6JlOOcZvPM0cK+K2tlXOTRsfJHRAKYFS2V5QJSX17nrYmDnW1PznQhKl4W/8yqzBSUtV/rIe21O+3zJkM2+mnClI6CkD13Rzps7TOrc7gXF+WeYhTUOIZmVIAAld/fetSOgZBjSbhgAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQNQGnMTC4stTfVC2gv/ly1dlx55nERZ+dd1/oKAa3VqkWQV1E9ThSrM4n7Gib+pMoXkzlgocHTvx4g4z+6epsaAldZPQ9f/TdDeuSuPbatq6vSXv9qqJL3t1+8LlY/blv9DgietaTBdtfI9A3dnZe11zMSbuW12DzoPAEkhBYc5InsebVJBlsq5ybK3zgAmCNQKk8UU1AKvSUsYu6HSr9roVbag+Q0FNDrfWGkpxLi7ruJMbx3rI9qXUg0bhMCCChq//+FAk9k1BmoxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEsifgNAZGkxDQn5k95FxZnUlUjtn95Xnn2NSrG+TdVuncfSziuVSxLuqJPPqt/uSKVPh240vuD3z1pUgCulsRvb0a+h1Hf2BcvEpV9I6V4h95xZFlosbjH9w67Vy66qhSGZ2K6NnPQya2wKrUa1HjmM8FG4+tvbODJsYGbVZPoDRkj6sWkqzbTr9DLgbLxYicuJBEfSoYu8ZS2Z5TncOsb11F9KaxwWFww5HQDd55CpsecY6M/P9wEbaX1Pi+eegY/1sojP08rAoJXf3/AkjoecgM+gABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAICQBp7F9XHX1c1nf8an7Ej2pJvK5X8XlVilYlpHqy3Gk1yKc5KOP0U68tMaaPL5p/EIsCf3IwwvrpHa5wMLUfSM5KtXP2xnJc8nLOL9EcNvu087r19yDiB5yvGdxtQSssdkBU/PTlHaL6K92r7E2UwkkIbBuHT3+vim5YGo7uZDE1IxT3+5S2V5OSipkvasyOr88oD5su64RCb0rokIsYOocrXO7ExzXFwoRlHQyMAEk9GjfhXYaP5DQA4cfC0IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyAeBpAT0gxOPJSbOBpXPpRLzzrsvJNaOTl+48576kxi6Mm0XrIfuejqWhH7nkefXSdsmS+iyz/q/cN5prxbvMhNBXfI56r69emzGWfiMjYiej+nI2F707a0vRo1hPhdorkAUMTY71Da8VLabyoWkkfsjz0Hkb6D8dUTsURsJrM1EAlJ5Vnn+ltdVAXcKv/4he9zE2DC9zUjopu9BNe3nmCDYMUEYTkmO6b3XT3CRq5rQz8VakNDV5y8Sei5Sg05AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEAhG4MOl/jnVFdA/uHSdc9O+04kIPSKU+8msrVLrPvvFVfE1zAkullV/0qEoTN3Yc++R0L1jSfLSZdR+f+CBlyOPGSKizw0/iIgebNhnqQQIbKucmy7KeJdVP63qrJXArmOVBhFIUmC19nzz51nFdiG2u7e+aFCo0dSECPSW7ckkhULWbTvW4CRzZULx22m1SOid6BTnvULM5xXv//OT6nvC43qTMbM4+dmtp0jo6nMbCb1b1PE+BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGcEEhCQH/3tZsTEdCvveNpR6pBt4urrc+lovIdR3/g/NrvzEWWWZM6ecZ61Z/Q0IlpaxzK47gS+v6v/HBdrJteCb11X+3a/6wjudrOTJ7LBSZSNb11+TCPEdFzMjkZ2A05wRomVlk2/JxgjdWp7mpgbqhs8pYhezopGcm6+evvkZfh8zIMMy4kUZkNZq6rVLYXk8ph1rtaEZ5fDckoNZDQMwKv2WbDzIksG+yYI4WxfV6zMKI5GRFAQg+Wk2HGLiT0jIKZzUIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSJNAEgL6my9XnSurM5EFUq8vs0UolwrJXsKq+xryufqTBV77gtf8ObdL1SKR/+rYmci3h069ti7mpYJ4nviLaO73iwbCUi46idrfw7dMURE9zcmEba0R6KvUm1Hjls/5j68um22Vc3NrsHlQSAJJCqy9n/vjyPOOG6Pcd85jLiQpZNqudVqqzaYgEzpF3kbv9RO1NeA8SJUAEnqquLXdGMcBnY8DovBJY0zfMmyPahtUNCw1Akjo6vMXCT218GVDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATSJ+A0BqyVpf75laV+R+UtCQFdqpq3y72ueC73yOfqTxJEOTHIZ+rOkUdeWSeNP/7UxcgCulRRb41zefz1+qKz8+4LuRPkOl1gsvvL85H7i4ie/tzCFnt6RJJmPEx0XmoSZ8UlYA3bA0mLSH1jM78ghxPM4bGzVBstbgr3lIbs8aRzuOjr3zx0bLDAIZZp15HQM8WvzcY5hlB/DJHSuL4sF0ppE0g0JBMCSOjq8xcJPZNQZqMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABJIn8JGAvn1RpXwu63pm9lBkWdTrRJ3ItlNPXdwg4rpiLvK5+pMDXvuB14JzFmHajU/3vnrw+5FE9HunfrRhXe46j0296kgV8TztG2Hnd7GJSOpR+/rF3U84l646qqwq+ttWbTz5UZotmExAqvxGjVc+F2y85US2yRkSr+1pCKzWrU+8Qy4Gy8WInLiQJF4aGP3pUtmeT0kmLGo19GWjA8TwxiOhG74DFTU/4twY+f/dImwvrXljy5A9rSgMWI2hBJDQ1f8PwP/uhiYDzYYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg0ImACQL6r/3OnNOpMrKIuPJ+3iTcIpw8zHsfJXbbReonz7/hfPZL50OJ6Hceed5XQHdFdLmXXwmQbeaF67V3PO174YmI91H7etvu04jonSYG3lNKwKrOWnnJSV37sa1yDkFEadSas7I0BNatNz5KJfSKegGldTyxKmer5kQdLVVJoFS2m2nJhEXcDgKlymgNvy4k9PDM8viJ1vmOx2qOJ9Icz/k1iTxmZfA+IaGrydnWsQ8JPXj8sSQEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAASMImCCg79r/7AaJt1W6FRFVRNXWL7R5rP4kAUyjM7394HMbBHIR0YfuejqQiL7/Kz/c8PnWHGh/LNK7VBHPyz4T0fyhb7zuyUBej3rxiVoR/VCzYdUGjRj4aWQmBPoq9YW85KSW/dhbX8xkx7LRzAmkIiENH8vNnKpl/lbqDheSZJ5KmTSgVJ6oppLDZbuoVdAdYZzJzmWjqwSQ0AkEIaDr3Gtyu1KeO/g/o8CpjIQe/btQvzEGCb3ACUXXIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgfwRSEpAPz51nxJRR8RSEczbBVv3ed5EW78v53ld/QmPLJj6SdQHvvqS8+nqrKeMftP4BeehU6955sAXay90/XWAvF2g4fdrCDIWRL0QBRE9f3Obrj2yKvVaFmNPkbZpjc0O6Lr/aVcyBNIUWK3dT/5TkfIpg74uJxMlrFVnAlKlO2WRsHAyus77vwhtQ0Ivwl7u3scM5lQl38np3O60547e6ydq3fc0S+SRABK6+u9kkdDzmCn0CQIQgAAEIAABCEAAAhCAAAQgAAEIQAACECgkgaQE9IMTjyk52SVVnEUsdYXz9vt99ouOVEfW7aSYtEkqt99x9AertyOPvLL2eOfdF7Rrr2788tweiY2ppy76xvTjT1107p360dpNKqW3x737XGRsl1W3izXkMxKPOuaL24cw915V5aWPMl5I7oVZl7vszj1nnIXP2M7lrYcV3FYroiPCFnJm7dxpa+/soBtz3Ks/kS1MRfTvvBd4N28ESmV7Li0Jaevo8ffJ3WRy1+XKhSR5y9Du/SmV7eW0crig25nvvhdYIkkCSOhJ0jVn3e48x72644gMxvSmNWzzf745aaespUjo6vLWHQOR0JWFJyuCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJAdAZ0FdBFlRdx2Zdv2e6kmHbXisftldxL3Iph3arfbDxFl8yQEJ8Eyz+uU2PWriO7GSLf7VgG9lZUI2J0kd3kvLxdCSF/9LlKRC1hauQR9fPXYjEIRvbbYsGpWdqM8W9aVQF+lvhw0JlkuwsnusbPIdroGf0LtSlNg7b3hgUjzC7kcPJe5kCShRNF0tSLzZSARFqsS+pA9runuL0yzNo2cqm0aOekoud1wYrAw4HLWUY4Fgh8LBGWV0fzB/xo5y80g3UFCV5+/SOhBIo9lIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhoTuDDpf65laV+R+VNRQV0EWT9xFIRc0XeDnpCKq3luknzfkKx9DOqLJtW39iO+hMtwlRiRkRyv9jwe11iRqqAd9svkied8kgulshDVXQR+v36GYSTF0dEdM0nrxw0b1vl3LRX7PGauvHWqs5yAUgOciVIFzYPHRtMW0Dq2zNDNfSKunz1GPsWgux7lskHgd7rJ2pp53DRtkfV3mxy5VeGTwxsGjk5vWlkuqlEPl8vsS+L2N4zeoLjnWx2b6Stesx3Xf+v5zOdjzeyG88nqpGCgA8ZSwAJvXMuRhmrkNCNTQcaDgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDgIwK6Cuj77Bd9pVxdq5+LBNup8rSfTNz6ul9V6yhf4vMZ9SdGkmSaZPX8/i+cd45NveqbUyJvSzXxJPuXxrpFpverLB81t1SK6Eu9tTnmHgi0ErAqZ6tp5EaRtyGMW5nzOL8EshBYrVum/6nI+ZVG37mQJL85296zUtleyE4itItQEX2xnTnPkyXwsXw+l4B47lFJfbr5qRtOTiKjJ7tPVa09jfmzaNvIcP5YtgYnuQhEVXIYsB4kdPXftSKhGxD4NBECEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgB8BHQV0kWX9JFKRtXWsfi4n96TdflWYpd2PP3XRuXfqR2u3J8+/4SsER5Vli3aSMa/9FZFahHCJ9fabiOpx+i3r7XShRB6qousuol/urU37jcm8XkwCcXKaz3Y/Ab6tco6LPwqSWqWyvZi2gNS76+FY8zI53D2HrbH6eEFCuNDdFIEv7fwt2va2DNkcg6aYZSKEJ1T53ENAP9n62vKnRk5wAV6K+zrKppj/u8//YRllOaYzvkbJAnM/g4SuPn+R0M3NB1oOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIFJxAEgL65GN/6ogk23oLc+JIBFk/kVvX6udu//zE+QNffcn5dHXW+dWxMxtuN41fcB469ZqnjH77weeUSU1Sob11n8R57PaXe/UnXdJiKpJ2p18ayEtVdLmYo/VXBtzHUS/ykIror19zj3N56+HYt7etGkJdwefg1u73jZ2dTyv/C7qd5VbePM4ngSwF1oLmlbLj1G78uJAknznb3qtSeaKapUBYhG1vHjo22M6d5+oJbLrhxOCm4ZOL6VQ/Xyeft4rozhUjJ+epiq5+/6paY7e5j/fDf9+S9TjOGKsqO/RfDxJ6+PzsNqYhoesf97QQAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMAGAk5j+/jKUr+j7Na4xrn493/tKXyK+CmC9u4vz3eUVTpJsSKNijjb7UvrrN6XatWu4OreS6Xzobue3iCee8noIqq7n3PvRQSW6upefRIWrkjuVsoWRsemXl29dap07a5f1b3sW3e70ga3PXJBgbTRrw9e/eI19SdyOjGV/dMpVvJQFV1i0ivWJW6jjCm37T7tXLrqaGwJXUT2t6za6IbBmRcKSUCq/HbKVd6LPzZae2cR73KeXaUhezwr+ci67fQ75Gn8PO3AsJnz8KV7PT09pbI9l1UOF2S75FEKmbZp+NR4RtXP1wnoLQL8skjxKXSdTYQk0GHO8/wOiOW7H2doMJYvhgwDFjeUABJ693wMO2YhoRuaDDQbAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKC4B9QL6tc5PfzLvKXq2y58ivIqc3PpltIigflXETajILO1vr94uAvpnv3Q+kIDuSuleIvo9X/u7VXlfxG4RgkX2bmdqynNhJO2Xfkh/pNI7krr6EzetuRX0sewPvzgyIQe79dPvApfsRfRDzYZVGyjubETPXQLW2OxAtzjm/XjjpYgCLm/u80kgS4F1642P/oIcjZej3fhxIUk+87a1V6Wy3dRAIHRy3Ia5Vt48Vk9g08jJ6Rb5208Kz+D16eanRk5U1feYNcYh0G3e4/3wxxU6jN+910/U4sQFnzWDABJ6+PzsNqYhoZsR+7QSAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMAqAacxMKqs+rlUUm9c6yz+5C99BVY/sVWqE8sX0Nfe8fQGgdv9jAiiJlTRlgrvbpvd++rB74cS0F0R/aFTr21Yl7vOvN+3CupyoYLERreTFLyv7sSP8Pa7GERiT0TuKJXDddlHXnkq/cpeRK8tNqyaxRQFgb699UVd8iWX7dhbpzJhztMsU4F15H6OWSrqjkm8xqBtlXPTOQ/hQndv89CxQR3kwXy3YQIJOcEs2zRyck5PAf3kJ9L78KnxBBGw6pAEvOY6Xot3LKHJGN60hm0uNA+ZD6YtjoQeL1e9xjokdNOygPZCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAChSXgNAYGV5b6m8ok9Ma1zk9+/FeRpen7v/5j38+6krrXF9O6vSaVvVsF8cefuhhJQBcRfeiup9etq3W9RX0skrDEg1s53WQRWrfY9WqPX9VwV9g2+eIAXUX0pd7afGEnJjq+RoAT2epPZLePcVJxfg04D3JFYMuwPZq1eGTtOfNee8zxXGFecyFJrnK2vTO9ZXsy6xzO+/atwUkuemwPPEXPjRDQRz6W0RHRFe31+KvhGEHhMcLHF8JpNI4vxI8Q1qAzAf53V5+/SOg6RzxtgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDwMQGnMWApFdCX+p1Lr31zTZh+8vwbzv6v/ND57JfOrxOwP12ddaQquIjZQSTq0996wxFR1KQTcu39iloF3a2GHpSVu11hJlXE5XbH0R+s3XbefcFpvalgKgJ46zrlces23XZ0qqjttjvO/dRTFx2R/10xXUXfWMcnJ5Fkvwpjv30k3E3lpVpEP3zLlHN56+H4N6s2yYRVbALW3tlBU/PKlHZbY3UqgOY0zbYM2dNZi0fWbz3+c1NywdR2ciFJThO4p6enVLYXs87hnG8fITKh9Nk0cqqmfQV0V0BfvZ9ubrrhxGBCOFhtCAKmzsU6t1uvcZxfnwiRDsYtioT+yfeHqsYEJHTj0oAGQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAkUj8JGAvn1RWQX0pX7nH17/pvOfv/vmqqR679SPHJHNXYna6/7Xf/vsqqTuJ7XK6yK9mlhlub1PUs3ci0HQ1w589aUN8q9I3SJdi/AtEq1Iwv1fOG+ECCz7VNor4rK0X/ohsrrI8+3s4jwXRlLFW/iYwkbVyZok1iMXHEgFer99IvvR1Kr0uorob1u1atHmJ/q7nkBfpd5MIp9Z58cnycfO8qsD60MuN890EFh7b3jAiOMyk8cDq1Kv5SZo6cgaAWvYHtBLHLSdvLWn9/oJcmct4tQ9+NTIiapZAvrH1dBHpps9o8X98iAAACAASURBVCeojK8uFCKtyeT5WNe2azZ2N/kFikipYcSHkNCR0I0IVBoJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQEAlgZWl/nmVAvo7P51YE9BFmA4qV8tyUiXcS2oVKdlEoVXk6vb+dBPyu/G688jz69YpbHQ9yaeiXcJQpGBXUFdVRd3UixpUMFW5jl37n/W9YMBkxqpF9K/d+Gj8auhbDzUbVm1A5fjPuswisK1ybk5l/rKuDSfHm2ZFBK0NQkAngbVvbOYX5N2GvFN3HMuFJEFSwrhlSkP2uGbiYO4kdBknjQsM3Rs8esLaNDLdNFNCX5XRqY6fcYxxvKD+eEG3uUR+qSfjMGPzCRFAQlefv1RCTyhYWS0EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAARUEPrzcP61SQP/XpT90vvfCT1cl6cefuuhIhfNuUnX7+0ceXlgnWYvEbWIFdDlpKBW32yX0z37pfGgmrYyKJqH7nXyVmHDl9KiV06Vat9/6eT34SSOJc9kH7bHuPpcq9yby9BPRo8bN3PCDCkT02mLDqlGZUMUEaOA6rMrZqom5ZFKbhbGBoUGTOxCQCr+6SEfWrU+8Y1I+mNjWDqHAW4YSKJXteV1yOKftWDY0NLRu9hUjJ+cNFtCdj9p+igr5GUaZiXOw7m3WcQzfMmyPZhhmbDohAkjowb9PDDpuIKEnFKysFgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAXAJOY/u4SgF95Z2b1gR0kU9vGr8QSbYWcd2VV937ffaLRkmsUr37wAMve1aIjsrFFdHvnfrROj6ynaBf2ud9OZGhpTK3VE0PIqbnvYp82vtbuLs5234v4raJv2bgJ6JHzbsXdtwbW0Rf6q3NxR3/+byZBKzqrJV2Xhdte9sq56hIaGZ6+LZaJ4G1d9fDHLNV1EspreMUF5L4poKxb+goDeapTVTiVZ8anxo5UTVfQJdq6NPNntETXPyqPkQCrbF1buOxmmMHTcfuxUABwUJGEUBCV5OzrWMfErpRKUBjIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgaIQcBoDg0oF9H8cdP7mv/yfawKqVEF3peko9we++tLaukRmfegbr2sv7YhgKxWfp566uK7t7TKu9C0KE/mMl6Av4m/rF/M8Xn+yw62YLtKwxFHr/hBhHV7recXlIRdgnP7WG+s4u8yFv4m/aqBSRL96bMZZ+IwdW0R/26qNF2W+op/rCfRV6gtx85TPdxz3qAi7PuSMfmYNTlpaCUfDxzjuSFhC31Y5x4VaRmft+saXyhNVrXK4bDv5a88EvwCyPuxiP9s0cnI5HxK6iOgnGVNjR0S0FXC83vF4PdLxlK7jd2/ZnowWJXxKVwJI6OrzFwld12inXRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBhCTiNAWtlqb+pUkL/m7/+s3XSaRzRWmTrPX/03XXrE4lV15NwbtVzV7Ttdv/k+TdWZfIoInr14Pc3cDFR6s1yX8rFArLPpGp6lu3I87aFsVSZ98oFEdRNlP/9RPQov9Kwc88Z59JVR2OK6IeaDas2WNiJrMAdtyr1Wp7HDx36Zu2dJbdykmM6CqzW7tM/1yHOc9wGLiTJSf5KN6RKt67SYE7a1cxRuGjRlU3Dp8ZzJKCLhO78yvCJAS3gFqwROZ6nM/seRuNxu2kN2+RZjnIcCR0JPUfhTFcgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCHgTWFnavqhSQH9m9tAG4fTOI89HrvYtcvbQXU9vEFh1OwknUmp7ZW0v6dbrtSMPL4Tm8+nqrCMCe+v6pOq6blyK1B6RqUW2PvLIK47EA2L7+hNNUqW/NV5bH5tYwd9PRJfXw8b9bbtPx5TQDzuXt9b46W7vaS7Xr1pjswNh443l149N3XiI6J/rICpQ50ple0434Wjr6PH3u8Ug74fL2XZeXEiSnyQvle1l3XI4Z+2Zz0+06NGTnFVBX5XQqYaeTWy1z208j3dsIPw0H78Xsok0tpoEAST0+PnaPuZRCT2JSGWdEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQiEvjwcv+0SgH9zZerzpXVmcJI6FLh+faDzzkif7cKtV6PpeLzgQdeXq267SWrS1XzoNXQf/23zzoPnXptwzajyK/tX+TzPNrJERHOvfa77GuJEYT0j7iKqC+54MVK5H3JKZNiUHLaqy9RcvHwLVPxRfTe2nTE6YCPGUygr1JfNilvDGwrEojB+dHadC0F1pH7jZr3DMxfR8Sf1jjgsZkENg8dG9RcGNRdaOzeviF73Mzo0LPVVwyfGM1bFfSP+jPd7Bk9YelJPb+tMnH+1b3N+s8pE9X8RnSxeoaEHu171k5jCBJ6sXKI3kIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIaE3Aa28dVCugfXLrO2XHnmVWRRqpBt4qZ+7/yw8CCtZeIfdP4hXXrk3V3+jI66fdElJXKzX4ybWvfRUIWIbVVrt1598b+yGcOfPUlRwRzLwbua1IV/nEP6V22k3S/Wb//iRO/fdoeCwjp9VUh3+tCDGElr5sm7PuJ6Nfe8XTonHzicw/HFtHfsmqjGk89NC0BAtsq56YZn/3HZxVsrOosslUCsZvmKnUWWPv2zFANvZJgDu+t80shaSZbQtvqvX6ipr8waHcXvcv6LmMNTjLXKYxfqRieTwn9pLNp+BQXLCiMlSCrUnE8yzrWH2sYMKc0GZeDZIf+yyChr889FWMRErr+cU8LIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgQIQcBoDgytL/U2VEvpN+06vCZf77BfXSeNStduVqKPci8TeLvOq+NI67DrCyOcipnaSUNsZuf178vwbjvRXZHOXlYjpIuIfeXhhHQf3MyLDd9pW2H6yfPgTJBIbQS5KcPeZ18UJReIuvPzkbRPjWaq4u/vWvY/ajxd23BtTRD/UbFg1JKICzOVuF63K2WqRxo8s+mqN1ZGt3IAz9L63bE/qKhtZN3/9vSziukjb5EISQxO3pdmlsr2gaw7npF1crNESbyoebhqZbuZVQr9i5OS8CkasIziBIs3ZafXVkLF7LniUsKSuBJDQw3/H2m0cQELXNdppFwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFAYAk5jwFpZ2r6oUkC//8GH1gR0+aJYKn+7IqZ73ypVu3J1kHsRsEXMdtcj9yKvdvtCWvX70qdukrG8LxXSW6ued2qHn4Tb2tcgj3ftfzZ1Hp36VdT3pIK3VDr3q/Ltty9FYC7qPhReflwk50yJJcl5r/0+9dTFwOOB29erx2ac16+5J5aIvtRbQwwpzKz+UUf7KvWmG0Pcqz/Jva1yDgHE8Jwqle1FXWWj3l0PGzPfmTq+cCGJ2QkslWB1zd+8tEsu1DE7SvRq/RXDJ0bzKqC7/dKLeP5bY+r8q3O7TRm/twzb/NKZ4SmOhK7+/3MkdMOTguZDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC5hP4cKl/TqWA/szsoQ3ijAiZ7WLpvVM/WqvsHUQ+d5e588jzG9aVprAr2xKRtL0/rc/l/ajCrF9F9Nb1+z2OWmlZ5xOBeWlbFCFd9qfEQ9Gq2kuO+V3gITxMiQk/EV3k9LB9uG33aefSVUdjieiXrVrN/BmLHgQl0Dd2dj5snLF8qJPhzaD7guX0I2CCwNo3NvMLcjJUToabW8fOcnGWfqkZuEWlIXvcFFnQ1HZuHjo2GHiHsGBXAp+64eSkK2vn9V5E+64gWEAZAY4R1B8jGDReLysLJFaUCQEkdPX5i4SeSSizUQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACHxFwGtvHVQrob75cda6sznhKIF5Vvg989aVQIvqeP/ruBvlbhO80TsCJCHxs6tUN228VwuPI5619CCK6t25XHgvfoBXXW7fFY/UnP7oxjSKki7gsFzYUZR9Lvvld7JHFLx9026d+70s/vIT6KH04fMtUPAl966Fmw6oNMP8Vg4BU+fWLS15XM+5zotvcXDJBYLVuO/0OuaomV304ciGJuSncUyrbcwbJgo6BbUVwVJwfm0ZOLuRVPnf7JaK9YmysrgMBn7ktle/G8rptk8Zqfq2iQ3IY8BYSuvpjfP43NyDwaSIEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQTwJOY2BwZam/qUpC/+DSdc6OO8/4nvQS8dZTxvzqS86v//bZrjJ69eD3PQXwpKugi/TbrTq5Kvm8/WSeSMdHHnnFs98inst2pW3Ctv2zPFd/UiMJpmGFdMkhEZiLUB3dr5K4xL5I+aYI+X4i+u0Hnwudt3PDD8YS0d/eWlvI54xGr9oJWNVZK4kxi3V+Mrdsq5ybbufOczMIlMr2vO6i0dYbH6USeuWTfEti7LEqZ6tmRCytbCdQKttN3XPY8PbNtTPneTwCm0amm66sneT9nYeed/7+v/53x/37zvd/5ozc9W0nyW22rJu4iRcmoT6dxLxY9HWaNm5bwzYXmIfKGn0WRkJXf4yPhK5PfNMSCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoGAEVpa2L6oS0GU9v3/48a5CpUiX7RW85fnjT110pMq5l4x+0/gF596pH3l+TgTtJE+UieDuJc67fZD3RBRPsg3uukVk3Xn3hbWbKQKu237uu59kkX0sFxX4VQB34869l8r8acVflvtPpHu3z633Jonosp9a2+4+DnsRzdVjM87CZ+xYIvplq1Yr2HRX2O727a0vZpm7ud/23vpiYYPL8I4bIbAOH0vl+DL3edpBZOdCEjMTefPQsUHTREHz2jvBBRqK06NF1E5MCH/qz95w3fMN9yKnp9AGLnZVHDedVlfk+Tupvps3VtvkXKck0fg9JPTu34+GzXMkdI0DnqZBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC+SXw4eX+aZUC+jdP3xNYlPnfv3nRU8Z0pcyHTr22Kp37iedryyVYCVmqU4vg627L6/6Ooz8wphJz2C/vWV79CZGwTEVO7lQFvzUmRVrPezxK/1r77D6WC0FMqQrv1Yco7d+554xz6aqjMUT0Q82GVaNqWn6n+LWecXI7+bHcGpsll9YizowHW4btUVMkI2vPmffCHj+wfKi8XzYjamllK4EtQ/a0KTlsajutwUmrlTmP4xG4YvjEaNIC+MSjr2wQz9tfSKEiOmNqvFAJ9Wnm+1DzfaDvK40cs4fs8VCBw8JaEOD/dPX5i4SuRWjTCAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKBIBJzGwKhKAf3Nl6uBTujISTK/isauUBr0PskKyFKtvVP1cxGDRVLnpJ/6kwYw3chUKt5LTAatji45ltf49KsmHkXkzirWvMbAKOPZ4VumYkjoh523t9aomlaAid/aOzuYVawXZbtWpc4vCxiWSyYJrNboVLMouZRVP7mQxLAE7unpKZXtRSNFwbLtGNLuefOiQu8WpyGhv9/8n+3O+Ybn3/n+zxKvhq73nshX67KaN/O8XUPG6Pa5pMmFQ+blNhL6xu8+444tSOjm5QEthgAEIAABCEAAAhCAAAQgAAEIQAACEIAABAwm4DQGrJWl/qYqCf2DS9c5O+48E0jI9hNIg4rn7nJSTTjul9NenxfZt1P1c5GAd959IZFte7WH19SflDCdqcSfl8Ts5kbrvVwskcd4lQrxXheJyGsm9FfGGZHOW/eVPJb9FTY+54YfjCeiWzWqphk8nwdtel+lvhw2tlg+xPwzdhZZL2gwarJcqWwvmyIZ9d7wQOi5gfwNkb+VusOFJJokZsBmWMP2gCn5a2o7e6+f4OKqgPEYdLGkJXSpcB70L+mK7EGZsFx8Asz34eb7ILxMHbdLZXsufkSxhjQJIKGrz18k9DQjmG1BAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAChSewstQ/r0pAl/UcnHgskBzjJ6Af/OMFR6TyblWeRTBNssKzn9jqiqJJie9BToSxjPqTE6YzlUrnEpNeMrYbs+69XFhhgpwdZp9ce8fTvn2XsSbMurJYVvaf174LO85cPTbjLHzGjiGiH2o2rJpV+Ikx5wC2Vc7NZRHnRdqmVZ0ljwzJIxMF1r49M+8XKZ8y6Cu/DGJI/kozRZA2WBJsr16r5XMZJw0KCSOaioRuxG4yrpEZzJfa/58dl4nJ88uWYXvUuCAucIOR0NV/z4uEXuCEousQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAugScxvaqSgH9he/8YaCTUH4CukjlrSeJRCyVZUXEdG+3H3wuUYFWqhLvs1/cUJXYFXilYrG0q7WdPFZ/sgCm0ZlKznhV1nZj2L3Pm4wueel38YoJIrpcGODum9b7sBcM3Lb7dAwJ/bCz1FujinO6U3HqW7MqZ6uMsdHH2CDshHHqO5YNRiJgosBq3frEO0HikGWi5zkXkkRKp0w+VCrb8yZLgga0fTmTHZvzjSYtof+7sZlAhdD//r/+d4dK6PkJNub96PO+HzsDxuhOFy8xfhuU3kjo6vMXCd2gBKCpEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgLkEnMaAtbLU31Qlob/72s3OldWZrnK2X8XidgHd7yRQkq9L2zrJu2GrEifZVtat/gRF3piKvCyieavQ7PU4TzK6XETilcPSRxP2r1xk076PpEK69CtM++8bPR5LRH/LqlE1zdzpvWvLRa4ME08sG36+kWrzXXcEC2hBoFS2F0wTjHp3PRxqTiCHw+ewNVYf1yJAaURXAqblr2nt3TJkT3fdCSwQmkDSErqI5U/92RtdRfQ7Dz2PhB567+n7Aeb78PN9N2amjdnt7e0t25P6RiwtayWAhK4+f5HQWyOMxxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEEiKwstQ/r0pAl/V8/sCprkKMn4Au0mhYybLbyaKw70ulZJE92wVQeS7tk7aHXSfLqz+JANPwTPu/cN6Rizy8Yrv1tbzI6F4iuikSusT3kUde2bCvorT/hR33xhDRa1RNS2ju1WW1fWNn5xlPw4+nIZiRQ7oEe4d2WIOTVrusY8Tz4WMck1YSzV+HC0k6JI5Gb5XKE1UjcrZsd6pUq/V7W4ZtLkxMIuZHT1hJVyDvHT3tvN/8n74iukjqSbdh08jJhSTwsU5vAiGOUzmOCHgckYc5ZvPQsUHviOFVnQggoas/tkdC1ynCaQsEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQSwJOY3tVpYD+zdP3dD2JJWLo1FMXN8iVOgjo++wXN7TLlXPlvawFeU4mqj8ZUUSmRZLR20X0KBJ3VjHS3nZ3LAr7Sww795xxLl11NLqIbtWompbLI4CPOmVV6rWsYrwo27X2ziJ8aJ5DJgus1m2n3ylKLmXUz6bm4Uvzenp6SmV7Lg+CoMZ9IA8SzLQUBHBHRPQXF/5xnYguYvrEo6+kIaDLNpDQE4yh9lVnNF92/S7Q5HZpPD6HuYCJPGxPFg2fI6Gr/94XCV3DQKdJEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQH4IOI0Ba2Wpv6lKQn/z5WrXk05+UqVI6VkK3rJtkVNdybP1Xqqi79r/bNe+mXxCjbarP8lhAtOgMrpUT5dlTehT3tro96sRO+++EGp/3Dd6PLqEvvVQs2HVBvIz+9GTVgLW2OxA3vJGt/6ISNDKnMf6ETBZYN06evx93WI+b+3hQhL9cra9RaWyvZwTQTCMTJjmsnPtzHmujoAI2mmI6LKNfzc244zc9e3Vm4jpaW33Uzec5FhIXch0XVPe5mEd+pOXOab3+ola1wBigUwJIKGr/34WCT3TkGbjEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQN4JrCz1z6sS0GU9N+073VWKPPLIKxtEb5G8RbTM6sSSbFuqsLeK5+5jeR35Vv0JgKz2Ndv13pdBZXSpwJ3lxSJF3X+7vzy/YXyScTPsvviL6x6ILKIv9dbm8z4nFrl/fZX6clHzK5V+760vFjm+TOh7qWw3jZWLRu7P7Bg6lfypeB+7pLntbZVz0ybEcVHbuHno2KCx+Vu20xTJo29ryB4vanyl0e9NIyen05LBs9rOp0ZOVNNgyTY+IpDmHFmUbeVonmlag5MWuaIvASR09cf+SOj6xjstgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABAwn4DQGRlUK6Men7usqwEg1ZVfudu91ENClDW57Wu+lvUU5oRa0nyK9SgVm93b7weccEZPj3tz1ufdB28Nyak/OBJHRJV9Eioa9WvbdeHpdwCOvdftc6/tXj804l646GllEf8uqjRo+9dF8HwIiWLbGCo/V57dUnPfBz8sZE8iDwGrt+ebPyVv1ebvGlAtJMs7SzpuXqq45kgOji+IJCu0Ii51jMO67m4ZPjWclh6e13Z7RE0ivcQMlxOfX5i8NLuTKS1tyNs9wgXmIfEp7USR09cf0SOhpRzHbgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABApBwGkMWCtL/cuqJPQ3X652FSG9KvmK8J2lzOrXpqzbleVJOpHAd+1/dlUq32e/6BybenX11irnp/3YbYNcFCCyu4jv0s4sq+dnuY/S2LbI6F7Sc+u+l18JkP2QRnvYRn216vnUUxc3XDAj+RCGz+FbpiJL6Je31pYLMUkWsJNyUjZMHLFs+BPj1lidKrKa5lZv2Z40XSyybv76e+Rl+LwMw4wLSTRN4J6enlLZXjQ9hzVvP7/mkXT4j56w0pLBM9nO8EliKOkYalt/mPmNZYMdP2g+Toe+gGnLsM0F5m15o8tTJPRgORlm7EJC1yW6aQcEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQKwIfXu6fVCWgy3pu2ne6owQpomqrvOo+DitPhvmCuduyfgK6VHkuglgrArcwEKlbJG8vudXdT7rfyz6TPriSukj0RdiH3WJcxfvCUdh2igHhLhXyVWyPdXQ+2SZ5274vJP7looEw7F7YcW90Ed2q1XI1IdKZNQJ9lXozTByxbOd83cBn7CwVB9eiTa8HeRBYez/3x6HmgQ3xSaXUrvysSp35T6/UXW2NVOjOmxioW3+k0ryGuz53Tdo0cnIhE0F85KST/HZPEUMpRyzzfMjj9ADHQbqNzQras8yvXKScmAE3h4SuPn+R0AMGH4tBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEAhKwGkMDKgU0L95+p6O0oZIkyJJtouTIq5mdWJMtt3eHnkulZ3zXl1bZGHpp1f/8/iayPUiUYtsL9I9cnq0kzki9ne6UEFyPMuLSrIaS7LYrsRye65KTodpy849Z5xLVx2NKKIfajasmhV0zmE5cwhsq5ybCxNHLBt6PG2aEw3Faak1bA8okHhCV59MYpt9YzO/IC9D52Xw+ZMLSbQcGEpD9ngS+cQ67bVxbfPQsUEtd37OGrVp+NR48jJ4GsL5xm38yvCJgZztLu27w/GA+uOBPM4L8mtA2gdzARuIhK4+f5HQC5hIdBkCEIAABCAAAQhAAAIQgAAEIAABCEAAAhBIlsDK0tULqiT0d1+72bmyOuMrb/gJz2GFSZUn0DoJ6EWo5iyicLvAGue5W4VcRO+otyykeBGqjzzyyqqcLmJ62ErSKmPSpHWJAO11UYkbQxIDeb+QQ4f9JZxd5u697Jswbbtv9HhECf2wc9mqcbI62ak6k7VbY/XxMDHEsuFPjluVs9VMdi4b9SWQJ4HVuvWJd8jL8HkZhplvIPFGZgRKZXsuj2KgRn1azmznFm3DoyesTSPTzbyJ6FeMnOSXYDKI5TBzG8sGO3bQaFxeu0hIRZu40CiDBO2ySST0YDkZZuxCQu8SdLwNAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAMAaexvapKQJf1fP7AqY7So0i+riDp3ov8m5Xs7Segy+tZtSnMl+Yqlg0qoYsYLqLrPvvFdVXERdhOmpUI4bIduUn1cpFr5eZK7p0kaDfOotzLelvF9KT7qWJ/ZrEO2T9+ueRyDytEZ9EPk7cp+8ArD8JeALDwGTuyiN6walQ0DDMBG7CsVZ21TM4LE9q+rXJu2oBQKFQTS2V7XoXAo8M6tt74KJXQK+qlldaxhQtJ9BseSmW7qUP+5bgNc/rt9fy26FM3nJzMnYQ+fGI0v3tM3561zl08VnNskONxfkHfSC5my5DQ1eRs69iHhF7MXKLXEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQAIEnMaAtbLUv6xKQn/hO3/YUUAXCdUVUt17kSbDSpKtXxrHeewnzcrrcdZr2mdFrG6tPC6PhYHsL9MqgkssSZtFrHcl9da+uXEX597lIzI81dLXnwgS9nJRiR9fYZdVvpuWl1Ha63VBiTAPs67bdp+OLKEv9daQkhKYq7NeZd/e+mKYGGLZ9eNiAB5UlM06yNu2nyuBdfhYqDkgQLyyvjapfVvlHHNfWw5l+XTLsD2aYylQaaXb6Jwm+AWPNIM8f9XQkVvTjJ+WbTHHhz5G73rME30ctTUZz/3b0Xv9RK0lfHiYMQEkdPX5i4SecVCzeQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCA/BD683D+pSkD/4NJ1zo47z/iepNm1/1lPMVVez+JkGAL6xi/w8y4Hu4K6yOmy/6WKup8sHeZ1ka5lfUjpn8SUMPaqyu1ylfezyPsibNMrrsPyfuJzD0cW0RtWbTA/syQ9EQJWpV4rQu5k2UdrbJZfEdAk3UrliWrehCJrz5n3sozvAmybC0k0yV9pxpYhezpvOaxbfzTa3YVpSp6qoV9BFfTM4rYA83Hq3zHoNj4rbk/TGpy0MgtYNryOABL6J983x2OjHQAAIABJREFUqhrLkNDXhRhPIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhEI+A0BgZUCeiynvsffMj3hI/Iv15CalgxUtUXzQjo6r+8V7VvsliPxKdcDCHxKAKvV6y68nSQ+1YpXarMZ9EnHbYpVeK9hGiXIVXRk8lDiTmvGA5zkcnVYzPOpauORhLR395ao7phtGlZ209Ze2cHdRhT8twGEf21DYCCNSyPAuvW0ePv5zl/dOibjJMFSxVtu1sq28uKJTztq9Wm3N95bXd+zhu2aeTk8qaRk47ht+mc7yatu6fDfJm3NqQ8/mYxHzHma5LVSOjqvz9DQtckuGkGBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgYDaBlaX+eVUS+psvV31FWxEiRTZ1xVP3/sgjr/h+JskTUwjo6r64v+s//dD52x//c65u3/mrt1bjUgRqVWK6xL8I7mEk4CRzIO11337wOU8p2h0L5H0VbfrN3/u28yd/+hMjbyr637oOqcrv8nXv5YKA1mW6PT58y1QkCf3y1sPOW1Zt1OwZkta3E+ir1Je7xQzvx5pfuXijPegyep5HgbX3hgdCjf/kcvhcFjEoo5Blsy0ErGF7oABCYBYS4to2e6+f4KKplphL86FUEDdcQF/uGT1BVeU0g6ZtW8zv4ef3bsyKMedMVNtCiacZEEBCV5+/SOgZBDKbhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPJFwGkMjKoS0GU9nz9wyldu8ZK+RcrNokK0iMCukNl6L23sdnKJ9zd+4f/1+qKTx79//x//0jMeRCIXuVfiRaqdt8ZQ0MdSoVo+L4J7kWKqW1V0EaTjjgmy30z9SyIWvKrQhxX+X9hxbyQRnWro+TpmkN5sq5ybSyJOWecnc6tVnUXMyjh1Ng8dG8yrTNS3Z4Zq6JVP8k352LO3vphx+LL5np4eEaTzmsO69EtEf4ItOwKfuuHkpKkiukj02ZFjy0JA+dyX5LxqyLp1GZsTbseyNTjJ/ykZDyNI6OqP45HQMw5qNg8BCEAAAhCAAAQgAAEIQAACEIAABCAAAQiYT2Bl6eoFVRL6C9/5Q1+ZVoTHdjlXJNwsKkJ7VQaWtukuoIu8K21026qTvPxXLy2b6vx2bPeff+9nvjHdeuJWpGnZH/vsFz2r/bfHvtdz+UUAic24AnZru3R+3KkquowNceIbCX39STkZO4Rpa9zJc3k9aIzctvt0JAmdaujmHye098CqnK0GjRuWW5+LQXlYY/Xxdu48T5dAngVW69ZTPw8aiywXMYe5kCTdhPXYWqlszycs4q1VBC/odrjYwiPu0n7pipGT8+aJ6KeooJ92oHhsj/k92vzeiVtR5oItQ/a0R0jxUooEkNDV5y8SeooBzKYgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB/BFwGtvHVQnoH1y6ztlx5xlPoVFE81b50X0cRzLtdPKn03smCuit8rnLzr0PI5F24hLnvd/8vW93FLlNf1P6F5aPiORxKqUXRUiX+PWq0u3Gt0j9YdnL8kjoG0/KeV0IJHEWhu/c8IORRHSqoefv+CFM3LDsxnzsxkSqzecvaszqUalsL+RVJurd9XCosb9bvPL+xhznQpJs812qtOY1f3XpFxJitjG+tvXRE9am4ZOLBonoHN+s7bxsHzB3b5y74zLRZXxOox3yi0HZRnCxt46Erj5/kdCLnVP0HgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIhJYGWpf1mVhH586j5PoUVk3KmnLm6Q0KPKpXFODIkM314NWGRXXSugCzvh5Aq57fci78bhoeqzwjTPf3/ypz+JzVliTyTgTsJ1+/6V58JW4jOLCzZUxUeQ9dxx9Ae+cf7QN14PXR0eCd37pJywbI+znXdfCBzfV4/NOJeuOhpJRH/Lqo3GnLL4uEYE+sbOzgfJbZbxzsUAXJoa7e7CNaUIAmuAGAw8N7AujzwfOztfuMTRqMOl8kQ1DQmvyNtAQNQo4M0R0RHQNQob5m6PubsS77WCzQn8GkaG+YyEHi9XvcY/JPQMA5pNQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAmYTUF0F/crqjKesIpV226VHESG9vvRN8jWpuOwloOsicrf3XaRcr/a2spRK2+2fS/v5b/zut5x/+eCXeXbQnX989wOlnOXiApHKRS7vto9b97csKxcliNCe9n5OY3vSL68LVoSB9D2MLI2E7n1SThi3xpQ8FuZh9u/Xbnw0koRONXSzjxnaWy9VfsPEDct652QnLtbeWSoMtgdeSs9LQ/Z43kUi67bT73SKP94Ln7NtzLiQJKV89dpMqWzP5T2HM+4f8e0VeFm+pr+IjoCeZXx4bLttzgr1/yCf9T5GyHhcdtLefu/1EzWP0OKlFAggoXvnYJyxCQk9hcBlExCAAAQgAAEIQAACEIAABCAAAQhAAAIQgED+CDiNAWtlqb+pqgr6wYnHPE9aSeXnduFRZFIRwuN8ORz2syL9elUAjlJhOey2wy4voq2fiOuyFHE+jJAbtg1hlheRugh/SVbLFyFd5PJu+93d/3IvsSsXIUhsh9lfui8r/fG6cMXtu4wpQfqAhO5/Us7r1xXkopcgXGUZqYb++jX3RBLRqYaen+MJa2x2IGjMsJx/PnZis61ybjo/EWNWT4ogsG698dFfdIo/3ouWt63crMrZqlmRn5/Wlsr2ctoyXsG2h1CsY7qMnrCuGDk5v2nkpKPX7RSiqobx0jpf8Tj+nC8MCzYPSH+b1rA9oGF4575JSOhqcrZ17ENCz33a0EEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgCQIfXu6fVCWgv/vazZ7yolTc9aryLMJt6xe9aTz2klqlbToJvN3kW5FwdZLP3f0mVcKL8Pe3P/7nVOJW8iaMkC5xLIK8fM7dJ3m4F8HeFc/b76W/3XIXCd3/pJywa7/gIezFQYdvmYokoVMNPYkZPbt19u2tL+ZhvNG2D3vr/Mx9RuEtUk3uRaKR+3N13KBjHnMhSTYJvHno2GDu87dsZys7Dtnj2exdthqEwKaRUzU9JPTp5hXDJ0aDtJll0ieg47xpepsKOvfMpx+9bBEJ3f/7rqjjCBI6eQUBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAICQB1VXQP3/g1AaJRSRHr8rjItdG/UI46uekwm+7xCrCpU7SrlR3lja1t9N9Lix1qXzeuh9MFn2jiPNpX0Ah2xPhulNsuDEi93KRgsjbrfvI5MeSo+2ytNvfbr9iYHJsprHPJLZclu69XKwTZtsLn7EjiegNqzYYctpicU0JiGAZJmZYNvzJcqk4r+nuz22ziiSwWnvOvEdehs/LEMyWc5soGnest2xPFlQETE1MtwYnLY1DgKb19PRsuuHE4Kbhk4tZyehSkb1n9ARxonE0hpjLQv2PWOT1FnfumeCXX1LOdSR09cfvSOgpBzGbgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABMwnoLIK+qvP3+V5Qkpkc1dsdO9FGk37hJSI2+72W+91EXX7v3B+VRxubVvrY5GPdWmr17778+/9LIrLbexnpL9eHNJ4TeLAq6J/a7y4j0XclosvulULT6PdcbchffDrd6eLSZDQu5+Uk4sW3Jhx78Nc7PLF3U9EktCXemtz5s+k9EAIWHtnB+PmOJ/vnKtWpV4j2tIlsGXIni6KRGTd/HUk9ErnHIw7RnEhSbr5K1srle3FouRwRv1cSH+vssWoBDKS0ImRqDssxc/Fnd/4/Mbjh4zG5NQuQOrQv2UuTkoxeXt6epDQN+Zf3DEJCT3dGGZrEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgOEE0qiC7lVhV2RREa7jfikc5vOyPa8K0iLnhllPUssKJ6/2uTKoiPw6S8S/+XvfNlYmj9rwf/ngl85v/O63Mo0fiWuJYb8K4W78yL3El8RR2rmXRM54/aKB20evCzWQ0LuflJNK863xIo/DXiz0wo57I4noDatGdWfDjyfc5vdV6s0kcp51fpzDY2f5iXs32FK6L5LA2nvDA5ke0xQhz7mQJKXE/Xgz1rA90EGS00HUM74NvddPcHFUumEda2tI6LHw5frDRZiD0+5jkecfuYgz1wmjWeeQ0Lt/3xU2/5HQNQtymgMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQjoTSDpKugiTXuJ1SJch/0COO7yIlO2C5ZSUTnueuN+XhgdeODlDW1z2yrtFjk07naS/vyf/OlPorrcRn/OfuzvtNk3kld+VcLdeHLvJeZMl9FFNvcaX6SP7SI6Enqwk3Jev1rRzrLTWEI1dL3n/DRat61ybq5TjPBesFzsxCmN/cg2PiJQRIG1b2zmF53ij/di5zAVgVMcYEpD9niRJcA0+r556NhgiruUTcUkgIQeE2COP878Hnt+3/C9UBpjsM7bYH5Ib8BAQlefv0jo6cUvW4IABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQMJ5BGFXQvIVbk17RPcHmJlVI5OuvK4iKXe8nxriisS5X2IPtLqoIX8e8f3/0g9Xjutj9ELpeY9xO03fiSe9NldMkhv362jjVI6MFOynldOCR8w4yV0aqhH2o2rJpl+LRK83t6eqyx+ni3MYr3g+WjHyercrZKsKVDQCr86iz3JNE269Yn3vGLPV6Pl7suP6s6y3yXTgr3lMr2fBJ5wjptt4L7ckq7ks0oIoCErghkDlfjzlHcq5nrhSNzhb2Yw1TRsktI6Ory1h0DkdC1DHUaBQEIQAACEIAABCAAAQhAAAIQgAAEIAABCOhIQGUV9GdmD20QcW8/+NyG6t5ZiN87776woR0iVWZdXbxTFWdTqp+7X86L7Fvkv7v+0w83xL/LJst7EYclziTvWsVzr8cmy+jST7+LOVwRHQk9+Ek5r7E7zAUxUauhX7ZqkzrOlbQpHAGRK7Mc94qwbak2H26vsHRUAkUUWLfe+KiWxzR5ym0uJImakeE/VyrbTSTANWFcuRC5ZcieDr9X+ESWBJDQs6Sv97bzNM/q0hfmH9vpLdv8j59C6iOhB/++K+j4gISeQuCyCQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAfBFaW+psrS/2OituOO8+sE1akErNXdWIRwoN+4atiOa+qviLgipirYv1R1+FVmd0Vg8PInlG3r/pzP/1v/6PIDrrztz/+50zjKcj+3LX/WefY1Ku5ldEl10U4d/Oo9V4E9f/l8PPGxmiQ/at6mfYLF9Kphl6jmmY+Di96+ir1BdUxyfrWnVgnV1LKlULKQ8PHtD+mMX084EKSdBK4VJ6oFjKHy8lJ5xt5TvDLHOmEs7KtIKErQ5m7FZk+t+rY/o1jZprjszbbalrD9kDuEkazDiGhr/tfWcn/MkjomgU5zYEABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT0JOA0to+rkM9lHV5V0L1k1yzk6iOPvLJBSpXXsjpBJaKsFxsRZkXyTFvSV8HB5ArTKq3k3/y9b2cWV2H2o8SYXwy2ittyoYTEa5h167Csn4h+/tn/W+XuTnVdWXCVixZa40Eeu1Xlg7QnajX0t63auJ6zJq0KQ8Cq1GtB4oRlop8st/bODobZJywbnkCRBVZr95P/RH5Gz88A7JrhI5JPhCUgVboRABOVEInjsEGpwfJI6BrsBE2bEGDuMu67gaz7xBy0NgctaBr2uWkWErr643Yk9NykBx2BAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkiSwstS/rEpC//yBU+tORt1+8LkN8qJUIk77BJBXO6S6b1Zi7bV3PO0Ih3axU57L61m1K+5++fPv/SxVIVfXjclFBHFZpvn5IDK69CmLi0ficvDK/ef/ZlnX0Onarrg8on7e62IF+ZWLoOt7Yce9zuWth0Pd3t5a4wR1kpN/SusWQTponLBctBPmIhqktDsLu5lS2Z4rqjy0dfT4++RmtNwMyo0LSZIfWkple7moOZxSv+eT34tsQTUBJHTVRPOzvqDzF8sFPz5IaSx2zNgOv5yR5GiBhB48L4OOYUjoSUYs64YABCAAAQhAAAIQgAAEIAABCEAAAhCAAARyQUBlFfRXn79rnZAogqKIq+2itQjYQb/oVbGcXzuyqjQu/ffiEra6sAo2Ktch1b/5+4jAv3zwS+c3fvdbqca5in0ZREaXizekMnaQ7cn6RFyXm0jMUj1bHsvn07zQYveX59eNQ0jo4U/Kyb5sH8vTqIbesGr8XHcOjjb6KvXlIGMGy4TPzVVme+uLOQgTrbtQaIF15P5Acz75GzF/K3VnW+XctNYJYHjjrGF7wAwpb61KrCESYUt7h2x+vcbAPEFCN3CnpdRk5vToc7ofO+ahljmjbDetwUkrpXAu3GaQ0NXnLxJ64dKIDkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJhCawsXb2QVBV0r8q5UpXY76RMUq97tWOf/WLq7ZD+icjpJ6CLKJsUgzTW+yd/+hMc9BYCYQTdNPZPmG0EkdElr7wqYctrkl9+cd4qMh955JXVnAjTtqjLtoroSOjRTsp5jaVeMeC3j6JUQ1/qrc2FnddYXj8CIlj6xQWvR8vHdm5WdRaRI6HQ3zx0bLDo4lDfnhmqoVfU5Gp77q4+50KShLL3o9X2Xj9RK3oOJ91/Ef0T3YmsPBECSOiJYM3FSj3nqiTnwQKsO+lx2LT1bxmyuQAvodECCV39MTsSekLBymohAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfBBwGgOjqgT09iroIpu3yqbyWATGtE9mtYqnbnse+sbrqbdD+u3VFmmTyLppV4dPYj9I9W/+PiHwj+9+kEmcqdy3IqNL5XM3d7zupbK5W9Vc8j6IfN6+HpHR3XWobH/7utxfIUBCj3ZSToTz9n0XZlz/4u4nnMtbD4e8HWo2rBpyreGHHVblbLU9H3keLQ/9uFljdarQJpQnCKy2Y9389ff8Yo/X1eSyNTaLxJtQDpfK9oJpcp5h7eXXOBKK3aRXi4SeNGFz18/crmZub+Vo2Lieyi9ybBm2R83NEn1bjoSuPn+R0PWNd1oGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIaEDgw6X+OVUS+ucPnFoTbkVUbBdR5XmYirmtJ2uiPhaptb0dIlBmIXz7Cegi+GbRnqhM/T4nVb/520jg3//Hv1zLCz92Jrwu8euVS66QLHF8z9f+boOg7L4f5F4uDkkjF2Qb3/vryxt3liGvZB0vkuvt+1MuVgjartevuSekhH7YeduqIddqcMwQtwl9lXozaJywXIQT52Nn5+PuIz7vTaBUtheLLg717no48DhP/kbI30rd4UIS7/yL+6o1OGkVPX+T7n9v2Z6Mu5/4fDYEkNCz4W7CVpnLo83lnbglPRYbun4uYkpgQEBCV5+/SOgJBCqrhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPJBwGkMDKgS0N997eZ1YopUxm2XFKVCcqcTMkm85yVLStXmJLbVaZ1+ArpIt2lUf+7UNlXv/fS//Q9DFN50m/nn3/tZ6vGmap+2r0diVfKnPbe7PX/y/BvOvVM/cvZ/5Yer9493qKwuMnsaObHvKy+mGwgKt9a+X9J+Hrca+uFbpkJL6Je31jg5nYNDj76xs/Npx2vBttfMQZho1wUEVnutEmbf2MwvCpZT6R7DcSFJIvlfKk9UDRXz1nJP9/ZvHjo2mMjOY6WJE0BCTxyxsRtgvlcvseo+lmfVPi5kUj9MIKGrz18kdPVxyhohAAEIQAACEIAABCAAAQhAAAIQgAAEIACBnBD48HL/pCoJ/eDEY2uShsjm7VKqSOlpn8SSyrzt7UhLcG3taxEE9HHbXKFXoRvsu6ovHXkhFbG6Ne6SfCwSsteFJu35JuL5TeMXnF8dO7Ph9unqrHPgqy9tyFFZh1yckWT7Zd1Sod7UvzSqxXfj73WBT9LV0BtWDcHJ8OMPqfLbLbZ4P94Jc6tytmp4mGjX/NKQPZ6VlKPbdq3bTr9DjsbL0W78tEuAHDSoVLbndMulnLWHC6AMzhMkdIN3XsJN7zZf8X7444Gcjf0qL5RqWsP2QMIhXajVI6GHz89uYxoSeqFSiM5CAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACYQisLPU3VUjoH1y6bk0YlQrGp7/1xgaxNAtpUoTzdik2jCTZ7QvoIO/nWUDftf9ZR0RU2d9vLTVN9XlTaffF/+u91VgUcVsu0hCJO0j86L6MxMCJ+uKGPJO8u/PI8xvEcy8Zfeiupx2plN6eq0n/coLJEnoWF9O0x6JXNfQjj7wSOK6/duOj4auh99amw8xxLKsfAWtsdqA9lniu9gT5tso58kRx6COwflIJfeuNj1IJvaI2Z9vHQC4kUZzAPT09pbLdRPz7JI8TYDGnfq+xxrQIIKGnRdq87bTPTzyPP/8nMP6qFMGzXteCeVmib4uR0OPna/uYh4Sub7zTMghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBDAk5j+7gKAV3WcXzqvjXxUCTEdpn0jqM/WHu//UvcpJ57VWMXYTqp7XmtVwTddhbyXKo8i6zv9RndXxPxdJ/9otMq+P/n7/4sFZHb5I388pf/34ZYkDgQlllcoKEyzg7+8cKGvlUPfj+QgO5K6Z/90vkNIrpc3JBknpgsocs4IrGjcj9GWZdXNfSgF1hcPTbjXLrqaEgR/RCVNjM8blC16b699cUo8cZnAp9IX1a1r1jPRwQQWFvk1ZH7M5978j4WbKucQ+hVOPhsHjo2iPTXksPlJB5P8AscCmM27VUhoadN3Jzt5X2+zaJ/zEfd5iDmE1UjBBJ64P+dA/9vg4SuKjpZDwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJArAitL2xdVSehXVmdWv7T1kq5FtE375I5XNfakhdb2PopY7FUR3lQBXSq6SxVvL6leqnzz153A3/74nz35CVOR+k0U0iXX2mPi3qkfhRLQXRFdxPX2dUncteeWquemS+jCKu1fdmhn71UNPczFPnPDD4aU0A87b1s1RCfDj0Y4Ia7+hHh7bkrFecPDRJvmbxm2RxGG1gtD1p4z77XHHM+V5jUXkigcAbYM2dPk8PocVs3DGpy0FO4yVpUyAST0lIEbtDnmdqVz++r3GqrH3xyur8mcomaQ4H9u9fmLhK4mNlkLBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCMCTmNgUJWA/szsodWTKSKjtlbHdmXSLCRJr+q8Uhk9rZNoeRHQZZ9KFXuv/eruX7n/f//1l90NbJZw/p/3/22DZN3K0X0svIV70IrSacW113ZEEnfb7d4P3fV0JAldZPTHn7q4bn3yywpe21XxWh4kdIkVyVMVPKKuw2u8DRq7O/ecCS2hL/XW5nM0HReyK9be2cGo8cbngp1Mtyr1WiGDK4FOI7BulFet33r85+RisFyMyknGyQTCuZCrLJXtxRxKeo5GfVooZGDlqNNI6DnamYq7EnUO43P+xwgajd06zSPtbeEXYRTkMhK6fx5GHaOQ0BUEJquAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE8kXgw6X+OVUS+k37Tq8KkCLNuhKqey+VnaN+uRv1c16VeUXUjLq+sJ8TIVSqnbsM3HuTKqALQ9l3XpXc3f6493/zyrvo5SEIPDH30w2x4bL0upe4EdE7a9HYLw8kTlrb/dCp1yIL6CKh7//KD9etT2LQb9txX8+DhC7ssxhnW9l7jblhqqG/sOPe0CJ6w6pRcdPww5K+Sr3ZGkc8Vn6SHClQUY6UyvYywtB6Eb33hgcSm5sZCz4aC7iQRE0CW8P2APm7Pn9V8+i9foKLntSEa2ZrQULPDL32G2ZOVn583i5b87zsPUfJLxFpnyCaNxAJXX3+IqFrHvQ0DwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEiXgNMYsFaW+psqJPQ3X66uSihS+btVRJXHIo9mIc4em3p1Q1vSrMbuJaDrUK04yAlEkUm9qhq371t5LhWqd+1/1vnbH/9zCAWbRf/8ez9bzQsRy4WhF1uv1ySfZN+kGctBYqY930QiF5k86k2qqLf3P0g7oiyTFwldeGUdF+1xIG0KOv7/wa3ToSX0t63aeLozJ1tTTWBb5dxclLzlM8FPplvVWS7WiBm4CKzeYpBIrH1jZ/+NfAyej6FZ7f3/2Xv/IMuq+tB3/gipW8Wcnj2TumWKG8f2D6teTFF2LvZh0FLnRYU+468mL4nCM2HIkydlKOeM0eceRO1kAIVgGBAQcXp68AoELJlOADWB+PqBGiCEGo0+c3G6pwn1iCljbjOJWjU3zHn1HVjD7nXW3metvdfav86nq6bOr73XXvuz1netPWd/1vfMHy7Yfdl9w4YNnel4p2/pmvLWjwsyTtLZmk0ACb3Z7Rey9s5zVy/gvNiSsplD1s8hGTxWQ/btcSgbCd3/eISEPg6RwzlCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC1gQGR1++04eALmVctueakxK6SUAUQbnsm1YiYuoCq9StrHqYBG6Rh0XSL6sOeY4jsqip7jpLORfJeC+yuhxH2pg/dwJnnH/7qf4g7F2FdFnU8M7L7reWfPP0Cdt99Nh/z+4HcgvoIq4jodv1Jz02q17oYhp7Zayw7UePv+ojTiL6ykR/0XrSY8NaEoh6+2dt+wfb5buBHs3Ms1ijYO+XDL8ZcsxYZ6+M3vLZfyQ288WmLTcWkhQMYJHQu/EiMWwt/OUZ05AEi3fTyktAQq+8CWpbAdv5iu3srweYk+znpIluPFfb4GhAxZDQ7ePSdgxDQm9Ax6eKEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQHlzx/mdAAAgAElEQVQETqy8YsmHhH7se689KRiKQKsLkWWK38kvi3UhVuqlhOnkdiGemzjI8essoIsALaKoyOV6GyZfi+Aq56dzk6ze/LkTuPqWJ4ZYCltXIV1lRy+rj+vtL6/1mENCd+8Pefa4KH5wKGblPVMblfWe3hekf0qftjn+p9/4KScJfXnTrsHRqE+W5/IuHbwfSeRKm77BNvlvnku2ee8NN2YFIrCmi0ITb7jSanwnhvPHMAtJig84yH7pMeyDzcbpeF/xVqKEqgkgoVfdAvU9PnN4/jk8jZ2PsXecyuDXNvKPD0jo/uMXCT1/f2RPCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoGUEBkcnJ30I6FLG52/+yEnB0CQwVyHFmjLxSnbvtJs/Pt8X0TwpbavnJnHb53GLlCV1M7Wdqrs8ilQqXE3HkWze/OUj8PQzx4xMk5wlhiTbuSwASLZJ2nNpqyp+fUAXj3dfuVQoE/p5l9w7dL5JLj6fv+0Df5GvAWuwl8jdpr6RFq8+uaWVZVqIYzsGnnXerc4S+nLU77dsih6709ncm19K60+87+Wm+drYdSqPJxxNzUXjJPk4n+u2y0deyxDHBeN4Zj+/+lEgpjvdPbPO/bobVtpuW302bou3F2gidq0JAST0mjREDavBPF5wHu8N79+2eaCE81mqYWg0okpI6MPxV3RMQ0JvRNenkhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEAZBJ5f3jrnS0J/00U3D0zZeCWzdtEvdvPsL8dNCroiWJchw4sMapK5q85KnMZQhHldHE5yk+dZ8rkqV7J585efgMsCCRGLZXtTP9PbLi1rvWo334963H3ui98tJKFf+omH1sXx3pseDzaeNFlCl3Y0LbyR9vfdxi7l6WK8S32+/NpPOoro/cNlzJscIxyBqDffd+lfbOt+Iz3asTAVrgXbXTIC62gZN3rrzf9IXLrHpQMzFpIUGGYkS3cJctxgjI9B/yzQP+u0KxJ6nVqjXnVxmK8q/T9ok+o5xnNG/vlyOt5Zr8hoRm2Q0P1foyOhN6PvU0sIQAACEIAABCAAAQhAAAIQgAAEIAABCECgBAInVrau+pDQv/+N2ZOCt0mAreoGkJ6NvCwZ3iR0y3tVcUg7rsjypkUDyTa0kc9V+ZLNm7/8BB5+9FnnPiJtaJsdXYR1iQHZR7VZiEeTCC3ZzH9p5lbnf6+cXVgnoEvfDLmYo+kSurTn7qseGWJW1thn6k+mbOi22dl//y37HCX0XYOjUT8qYerkEIEIRDMLk6Z+xHv+bphv6R3YF6j5Wl9spxsfRBTKFtE3bb/2X4lXf/FqYonskn+o6XTjVWI4O4YL8iFTf/7uWas9kdBr1Ry1qoxpXuK9YvN+wXE3v8jd7F/6WJNfKKpVcDSgMkjoxWLVNNZxXd6Ajk8VIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgfAEBkcnp3wI6FLGZXuuMWbTtpUNTV/m+nhPsu6KlCkiZGj5VuqrZ4EWaVbqUMaxXXi94eKvnKxXUjhPPpc6CzPbMiUrN3/FCZx5wV3WzPW2kVgzCcjJdpXnZcjo0n+Sx5Vs6C97+35nCX33lUvrypEyZXGJfu6+XrdBQpexxpQhv4xfgTC1g6k+0k9N25re+96vfMhJRD8S9cmKFv7yIegRNvfmV019gfc83TTfMc8vBuTswQisFvLqOR+3Ht+J6XwxzUKSfAF8+vTlU4h+FjFcREokM22+zlnDvZDQa9goNakSc3e+uTuLG3NT7rnpYE3CojHVQEL3H79I6I3p/lQUAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQCEng+eWt+3xJ6L1L7xmSReuY/Tvr5k/Rz/TM60rCDSnNutZZhNAsUVkJyq7lShZv/ooTuOPQU4XlLZGNJVu4SURWfVIeVVuHWCBhWoyx98bHnET0Sz/x0NCYsv/PkNDTelkyZk3Zx6scj02/uGArxX/29Vc6SegrE32ycIa8cCihbBEsk/2Z5yFuli9MltCUrToEAqu9ILT5vC+sEbf+4zbBdLVVwVXSyUycvaeP6Gcfx3lYkZW2pM5cwmGQ0EuA3NBDJOaiwt9bUNYL1wp5xlv2eWE+27gt3t7QUKqk2kjo/q/PkdAr6cocFAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgbgRMrW9d8SOh/tvBBY1ZtW8mwDTefROTVsz+L6PvOy+6vzc05yZRtqqMSk0VOz9Nmkr2bPz8Enjt2fHDG+bd76TPSJ6X/ZbW5ktFD9FPTcUVE/7Xf/mJmRnTJmG7KgK76qcjzksk/xLjRhkzoiotI54qZegzFTR0z7VHGFVUH9Shietr2yfffeu7NThL68qZdg6NRn5/mrtsFh0N95EZusg/wPMDN8t5836FJ2HTDhg0T3XgO4cdOYI1+409/TNz6j9sk02iGhSSuA1OnGy8Rw3YxnJMTv7Lh2ilrvD0Seo0bp+KqJecinvuZ63OOuQP2OzmnrbIAyn5QQEL3E7PJsQ8J3b7/sSUEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQUgKDoy+f9SGgSxl/cuPdQ4KhZEJOfjHb9uemTL8iddflvE31UzKoyMIiqOetq2Tv5s8fgfiab+Zui7Q2lMzYJilc9QF5lM99SsppvwwgxxLJ/E077x68cnbhlJA+feGdg4s/+vXB57743aHxJFlP9VzOKe18877fJgndJH5LG4fIfG/DW/8FBllMYLOfbLP06thJRD8S9WdbOnWPzWlt7s2TSbnn/yb5qZib2c8vBjhGU6cbH0b2sRNYJ17/R9bj+6k+GbK/t7DsiIUkThEsghrxaxe/eTnJQh2nRmHjWhNAQq9181RaOeZt/9fnecdd9nthXmP+sR8SkND9xy8Sun3/Y0sIQAACEIAABCAAAQhAAAIQgAAEIAABCECgpQSeX9l60IeEfux73YHIhEoMlUd5XZXoWMVNMRG4k+dfJwYiou696fGh+qn6ipxepK0ka7dk7+bPH4GnnzkWTN6ykdElg7YI5D5iSY6n+lqRx5sOfsdYjm8RvU0SurSfLAbSuVe1QEgWOOh1sW2/K7Zf6yShr0z0D7Z06h6b09o8s3/RxxhEGek32semM3k4UQRWd3l188wXfkb8pcefBzZLHrr22BTRmY53Iuu5x7ELs9OnL58amw41BieKhD4GjZzzFD3MX16+Z2hTPVzGWrY1z2XMQXYBjYTu/9ocCd2u77EVBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg0GICJ1a2rvmQ0A99+cbcYmEbbhyJwG3KMO0zo3ReTlIHfYGAkkClzkWyn6s6SdZu/vwTEBlaMQ7xaCOjX/rJbxRaoKDqLf0srR+q/pj1KNK0xFnaYgpbkVnVJ+uxbRJ62vgki1OyOIT6TB8rpU1tjnXWebc6SejLmz641uLpeyxOLZqZ32nTN9gm/430qLefXwywjCYEVrPwkyVCbTr3pn8iPvPHpw27aHYhsuzCY79ZpxsfzOqvfOYe4xqz1bHvZC0DgITesgb1eDo28xPbuM3/2ng64HWuOYnFeRZxjoTuFps2YxkSukXHYxMIQAACEIAABCAAAQhAAAIQgAAEIAABCECgvQQGR18+60NAlzLuOfTkOgndViq0+TK3CdtIJnFdoJX3qq67KQOyqufuqx7xIhfLOUrWbv78E7jvodVS+tA7L7s/UxAXedyH5C3Ss0jtqg/aPOoLJUSoliztpn191FH6c9skdDknUwZy4VjFGCX9TW8/26z7S6+OnUT0o1GfjJwNvowRubKKPjpOx9zSO8AvBljGSKcbLyIEuQlBm974KTKh9/yLLskxioUklgG8YcOGTjdeI4bdYtiRF/OJfXdsxJZI6I1opkoqmZyHeO5nnnccb5HUu+b5bOLsPf1KgqJBB0VC9xOzybEPCb1BAUBVIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAf8Enl/eus+HhP5Ph393SCj0kV07+YVunZ/LuepCpYizIstWVW85tkjmer3ktS+hWJ3bhR/+un/7mhJPETjzgrtK6UfSZ7IWLUjfEWnZR/ZsKUMWaegZsVV/lT4q/TfrlwTSZHYfInobJXSJV5O8X8VYLX1NtbV6tF20s+vN1zlJ6MtRf87/7EmJZRLYvGP+sJpvePR/w3xzb57MtZYdGoHVLPtkSlPbLi/lGmacxwYWktgF8MZt8fbMvpois7GPS9zv4Zc17LpjY7ZCQm9MU5Ve0XGed0OdO/ONy3yTue1aNDXHr8RkjApI6P7/T42EntHh+AgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhBoP4ETK1tXfUjo3/irO9YJhSKPhroxU8dyTSJtFWKnYiOCr2SiV3Jn8lHet804rMob9fjwo8+eEqZ54p+ACNmj2sDn59J/0hYwqL4ksrqvY4qQLPGi/rlI7qFE9LZK6MJWtaF6lPHLV1u6lKO3nW0/f8XMF9wk9E39w+2fzdt9htwk93+TXI/VaMcCvxgwIow63T2zyEGZwk9qRs7ovFt/rPc5XnuN67UR3ZePN2zYsHE63kcM54thW25If+0LNST09rWprzNiHvc6j5/8/7jtWMt2VnPZoq++3sZy+P+1//hFQm9jpHBOEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgBWBwdHJKR8CupRxz6En14mNLhJp029emTJHVynhi2AuMqcSTJOPIn2K8OuTuWTp5i8sgeeOHR+ccf7tXtvNpg+IFG5aYKH6VIgFDTb10rfRZWZVvyIZ0dsqoQs7yTiuGKnHd152f+n9S7Lcq+OrR9s2+/JrP+kkoh+N+mRCs7oyqOdGIkjrcc9rvzfORUSoZ+vXp1YIrFbCj1FE37T92n8lZv3GrM6ThSSjx4pONz6MuJc/ji3YIfyN7oaN2wIJvXFNVlqF9XmI18XneYtx1nidxX7muU1+AaW0gGjYgZDQi8erPuYhoTcsCKguBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4I/A88tb53xI6D/67iXrREIRQvUvY9v6WmR7XfiW175Fb1t+InXq9VFyZyjJ9I5DT4U1sCn9JIEq48q00EL1K+lvofqWbb+X7XyL6G2W0GV80seJqsYtfZGD7QKeK7Zf6yShH4n6s/5mT0qqgsDm3vyqy5jAto431nfM84sBIzp2pxuvIvmYJZ9RXCZe98mx+b9BVWPPlt6BfSO68Fh/HG2LJ0f1Uz7PF9+K28TZe/pj3claevJI6C1tWA+nVdV81+bjqvGUx2LzUYLfKr/QYQ52JHTH/yv3Rm+PhG7ua7wLAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIjAGBEysvP+xDQv/GX91xSkKvSmSs6kaUSXytSsiVDMJKDE4+SpuInB6CkWTnlizd/IUn8J0f/CRIG9r2C1lwcfl13zb2Melv8llViy/UOZjiUeqWp/+3WUIXXjJOJccJeS6LDRTLsh5NCxxsfknjrPNudZLQVyb6B8dgWm/1KW7pHThYVr8c1+NEswv8YkBKFCGwFpeBNp/3BbKhWwgsuccfFpKkRO8Lb4sgnZDSyCTbLR7TOk8ZJzMbgQ8bSQAJvZHNVkqlc89XIefChpetj6u8Lj5XTXRjfu3JMCIgoY+Wyl3HOCR0Q0fjLQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKD9BAZHJyd9COhSxuIDf3tKZqxCYnT9YtjX9me99+5T561kzr03PV66xCnnkyagS5bhX333ncHqFF/zzfD2NUc4RUDEaF/9N285Ii/rWbRV/5f3JS7ylu1jP5OILvVyjYO2S+jCWs9CLpxsBHAf7aTKkOOp/qMebRfyLL06dhDR+6vtn9nbfYZRb/+s6jc8+r9pLkyjmfmd7e5F+c8OgbW4BBS95cYfEbthYldxjWYWkIBTwrzTjReR+YrHcQZDfk0jpe81/W0k9Ka3YLj6q7mHR39ze8YYy+KpAounTp++fCpcJDSzZCR0f3GrxkAk9GbGArWGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEChIYHH35Th8S+r899VunBEIRGKvOhKy+/C3j0ZQVugoB15RJWGROEeJDt8fTzxw7JUjzJDyBOw49VangreJqVFb0qhejSN9XQrN6dBXRx0FClwzxio96FIlftXNZj3p7iRxvc+wrtl/rIKHvGhyN+sh5Ba8dqtxdsnTb9Au2KXBDfWb/YpVtXOdjd7rxEmJQMYF14g1XWo3txHD+GGYhSfooQvwWi99R/DZOx/vS6fNJkwkgoTe59cLWnfk6/3ydxm7UWMvnueeypbDR0LzSkdD9xy8SevPigBpDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACHgicWNm66ENC/+Y3vnBKYpRs3Gk3U9r2vinzeBXypinrs8ikZQjoF3746+Gta44wRODMC+6qTZylLYCQPiiLNEIvgkgbV+S4utjsGhfjIKELP9NimrKzoZvGU5vM9Wedd6uThH4k6pPl2cP1Q5VFbJ7Zv5gW97zv5Ub6WpXtW9djR1NzEdJPbulnXeZO4tRLnKZfB7KQxDiMdLp7ZolhPzGcxnHjtni7ET5vNp4AEnrjmzDYCTCn+5/T08ZY3i8+h8mvGgULhgYWjITuP36R0BsYCFQZAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKE7gxMrWNR8S+uID3zwpodtmrg15o0qykIvMWIb4KuerMgfLo2RZLlvcTBPQy5Lh73todUiQ5o3wBK6+5Yl0+ajn/0bKqJgVWViPBxUb8r6NTDzqGHk+zxLRbcobFwldxk3VXupx91WPlNrHpK3UsdXjRfGDVnV4/FUfsRbRVyb6B4vPnpRQJYGoN9+3iV+2yT8XRL39s1W2cR2PjcBaXPxR8lT01pv/kfjMH5827OoYQ1XXqdOND6o+yKO/eE6wZAFT1Z084PGR0APCbXjRNnMS27jN+Ylxdd0iPt73MnetRdtifhntxXEHCd0tNm3GMiT0hk9qVB8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhBwJzA4Orndh4B+4un/OvjSvd8/KQ9WnQVdhEUlL4oQHlJEN2XtlYzQNl9K+9rmnZfdf+p81XnLY1kCumTj5q8aAs8dO15qX7PpsxJvIi4n+6J6LvFY1fggC0Pk+Kou6tEmTsZFQpf2NWVDFzndpu19baP3H9uFTZ99/ZXWEvrypv5h9xmTPepEIJpZmPTV5yjHfON9S+/Avjq1eR3qgsDqRfw5KVNt2n7Nz4k9c+z54sJCkuFRo9ONVxH4/MWxgSWL/Ia7XWveQUJvTVN6PxFf8xblvHRdYBhfkdG7XuevRe+B0NACkdBfijtfYxASekODgWpDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC+Qk8v7x1zoeE/v2/2XtS7rSVBX19sauXIwKsLpqGEihNxwotvevna5LgRa61EWv1svK+lnPmrzoCZba1Sx9JWxwh/bPshRqq3pKJXR8fpD5SV7WN6XGcJHSR9ZWgrx5FTDdxCfXeGy7+ylAdbLLo//5b9jlI6LsGR6N+lH/2ZM86ENi8Y/5wqH5IuSdvxq/WoZ3rVIdON15DCvIkAJ3z8VLnlnGM6S29AwjBiQHk9OnLp4hfT/GbJgJOxzsTyHnaMgJI6C1rUI+nM45zbOhzZr4KPF+dnMf28KtPGzZsQEJHQvc4HVAUBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMK4ETqy8YsmHhL745/edlAarynKsbgCZpGwbeVHt7/IoIq2SNNXjKJnVpfxR25rOVepRppR8xvm3DyQbN3/VEXj40WdrK3GlSd9l99NkLKXFjYjPye2Sz8dJQpfzljFEjWnqMdRiniTn5HN9sYDtuLa8aZe1iH4k6nPTueEXP5KpO9lveB7iBvoCP1X/YpwgsPqXgaLzbv0xces/bhNMWUiSmOcmzt7TR+rzH8dJptHUHAv8En2ubU+R0NvWov7OJzHvpP6fmm3c5vvk2MrzYHPXKvMWEnqIsYlM6P7mF0qCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEGkLAh4AuZRz66ncGVWdBly+OJWOvkiblMVSdTFnQQx3L9IW4KVOwnK+tqGkqM897cjz+qieQJVDnaVef+0is7L3p8XVxqWJU3pfPfR7PpizTAhKRniULuGn/cZPQ65ANXRfhpX1MbaO/9+XXftJaQl+O+nMNmaqpZgoBubmr9wFeuwkuo3hFvfl+Cv6xe3uiG88hAfmVgKLf+FMk9J7fmNVjOtqxMDV2wZpywp1ufJgY9hvDGs/DKeh5uyUEkNBb0pABTkOfe3hdfG7XxtcBr8PMXxun430BQqJRRZIJvXi86mMeEnqjQoDKQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAkUJDI5Obvchof/bU791UjCtOgu6SZwU2VT/MtjHa5PEWtb5p2WXLltAF45PP3OsegObGgy+/Xc/GpSdqdoljkQ016XiqkV0U33SpPhxk9ClbU18yuxjpoU2Nostrth+rbWEfmRTf6noPMr+1RPY3JtfcxmP2Nb5Jjtx8mI3R2D1L/9MvP6PglynE+cvxTkLSV4IYMl0isDnP4aTTCXTfPVXBdQgJAEk9JB0m1028+5L864vFsnxledh5y/5taNmR2Cx2iOh+49fJPRifZK9IQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYYReH5565wPCf3hB28OlnHc5QaOSQxPy2zsUq5pW8nKqyRaeSwrC7qcj35sOb7Is6Z6hnyvyWJuG731L9371MlfArARdUP2i6yyTTGq+q8srsja1/dnaRnaTYs5mtzX83IzLeqRX5rIW16e/fSx7qL4wZHHf+u5N1tL6Mubdg0aNm1TXQOBLb0DB/P0L/axv9kezS5EBvRj9Va0LZ5EAAojAG2e+cLPiEf7eHRmtWOe7NQbNmzoTMc7ieEwMay4jrvENw6TIhL6OLRyvnN0npsC/wpIG+qjxlYew85dL/Id62slJHT/1+FI6PnmEvaCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEGkrgxMorlnxI6Pc98I1BWVnAs24miQieFMNDCZNyrsnjyPMyzj9Nmk3L3pzFysdn9z202kaXu7Hn9DdP/uhUv5RYKKNP5ulHpviRGBLhuGwRPW1Rh85uHCV0aduqs6Hrx7dd7PP4qz5iLaIfjfpjnfWsoZcv66odzczvzDMWsY/9zXZhvA76GL5AYA0nAEVv+ew/Eo/28ZiHFQtJNmzodONFRL5wcdzpxqtjODWM3SkjoY9dk1ufcJ65iX2y537mrKBz1kDnO86/5oGEnh2LecYqJHTr6YMNIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgTYQ8CGgnzj6q4Mv3PG3I7PT5vnS1mUfyf5clhiuy+62YqTL+Zi23X3VI0PnKOKuyOmm7UO+d+YFdzVW1m5rxf/9p8eH+kddZXSJVz3LdVUiumns0IX4cZXQq86Gbmobm4UKB7f9sbWEfiTqj71c2/TrGZErQ853lD0/kGzzTe8nReuPwBpOBNr0xk+Vfh07bnHNQpKTEvqaLpzx2mtcj/08UXSeacL+SOhNaKVq6jhu82oZ58sc5XWOGpLODXzX5JePqomgao+KhI6EXm0P5OgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAowkMjk5u9yGh/+i7l9Qi47IuaIeSs01ZnN952f3B5Zl3f+hrQ4KxLsqWcSNMHUOOzV/9CDz0yDND/UTkbpHRRehV7VeHR5GJpR/pi0eq6Nem+Er+wsC4SujST/Rs5NJeZ7337tL6kt5HLoofHHnsXW++zlpCX57o72v0ZE7lTxLYvGP+cB3GtRbXYW3cu5pBVLGRWdimayEQbbt85Lje4tgq59xn9i+Ocwxv3BZvJ4YtYtEmXlO32TM7zn1sXM4dCX1cWtr9PJmn/UuszFuh5y1j+WN5vYSE7j9+yYTuPo+wBwQgAAEIQAACEIAABCAAAQhAAAIQgAAEINBQAs8vb53zIaH/P395UznyRC/9S2HJBK6LrCJOhrgRdvl13153LBEkQ2ciN2UDlvOtSio+4/zbB88dO14/A5saDf6/f/r3df1Tjwvpv2UKxKNisE4iuh7bwk4Jz+MsoZuyoYcaX039RV9gZPPLE2edd6u1hH5kU3+podM41U4QiHrzfVP/4b30aydXNtGOhakE8rF62unumUUEMoo63iT7zed9noUkGf/XcY1Xw/ZjvZBk43S8jxgOG8NjNSmM8ckioY9x4484dcO8E+T7uHE6DvNW2Hkrne/4LapCQvf3f2Y1RiGhj5g0+BgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhBoD4ETK1sXfUjoV153W+U3l0xZjEVuVV/++noUeVeXeuXYvso3lSMCqJ4JWOpQRvZ1U33kPRFQ+asvgT+Y+7+NfSbZd6UNQy+eSOs/+vt1EdHTYk3ifpwldBXzyf4jz4WX3pYhXpt+fcLm2I+/6iPWInp7ZvbxPRMRpEP0P8p86Yb8lt6Bsf3VAATW4BLQGgtJXoq1UOPOOMswnW68mi6bBe/f3hZr1PgcxjJz7DhedSGhj2Or251zqLlrnMut8Zjf9nltNZqai+x6fju2QkL3fx0+ztfd7YgKzgICEIAABCAAAQhAAAIQgAAEIAABCEAAAhCwJnBiZeuqDwn9Ne+5tRQRMevmk2TGTQqSe296PEidRNxNHie0iCmSsJyLfswysxCbuD/9zLH6GtjUbHDHoadOCuayQMK0gEH1J/msysUMyb6VJqJLbJcpy5t+dUA4/W+7Hmhsz0pyzvtcpG/Vb9RjWeOQtL86pnq06bdffu0nrSX0o1F/0nryZMPaElWkAdgAACAASURBVNjcm1/N28fZz+LG+475w7Vt/MAVQ2ANLukuspDEIgYLZkof14Uk0bZ4EpEvcAxPxzsDD8MUXxMCSOg1aYgaVoNraf/zOHNX4Lmrm16+LECtYZgFqxISuv/4RUIP1l0pGAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgTgcHRyUkfAvqzf/euILK3yw0skzQqmXNdyrDZtgoJ86L4wSH5UqT0MqVcnU2TM0I31iJ2rPhzx44Pzjj/9pMxIH3F9EsBSuaVR+lTIX45QO87o16niehl93lT3ImI3tS/UdxtP7/8um8PjUdljUX6seX1qHpfsf1aawn9SNSfrdMcTV3yERDBclS/4PNiN9ijmYWxW7Bx+vTlU0hA6ZKOFzYvCqwsJCkWnxbj22q+0bXZe02cvafvpZ9myGrjXr6I/s3uJdTelgASui2p8dvOYg4a+f83ylh/HTDuc0vV579xW7x9XCIZCX197PkYi5DQxyV6OE8IQAACEIAABCAAAQhAAAIQgAAEIAABCIw5gcHRl8/6kNC/9uX3V34jafdVj6wTI0UWDSFGmkTekOKuSa6Xcwt5TJsv2iXLdtv+fvaz/9m2UxroWaplEYUpk39SRpc+btMHQm6TJaKHPG6ybBk/9F9XeOCvVxvbR5LnVuT5We+9e91YK32nrD4jmc+TfVWejxrn33ruzdYS+nLUnxvzy4JWnH7U2z9bpI+z7+ib79HM/Nhlu0VgDSygd+NBNDUXySDEQpLRMVh0nBrHhSSdbrxYtcjW8uOP7a9ktOLiyfEkkNAdgY3R5kXnJ/YfvgZo+dwxaMD5jc38hoQ+HH9FxyQk9DGaADlVCEAAAhCAAAQgAAEIQAACEIAABCAAAQiMM4Hnl7fO+ZDQP/7HeyuVVsvMTq5LqTaZePN+aS1ypQjnunQZIsO7Sx3PvOCuxoq4aRV/+pljg6tveSLt48a+L+dlalsRiSWzuN631Os6ZEVPE9F1sd50fr7e04VrJPQXbsrpGclDLfrR29E01tuMh8ubdlmJ6CsT/cVxviZo07nrfYfXnm+oz+wfu1jpdOOlBkgyTRB50up4SvBhIYnneO0Nlxf15vttGvNHnYsscCB+wy4k2Tgd7xvVDnzeHgJI6O1pS99nwjX38JxblAnzV9j5y4bvRDcei8XqSOj+4xcJ3fcsQ3kQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBALQmcWHnFkg8J/V2X3mgUXYvebLHd/6L4wSGZVmRF2/1ttzNlJbcRIG3L17fTRU8RhMsUcPX6qNdtlLUfeuSZwWcPfqexsnlWxd/2gb9IjQXJLG1a6KBk9LIyXKu+pT/qEriql8S8vm2o18nxBQn9hZtyMu6ptlCPIcfCZNvqC4FsxsSvvuZjVhL68qb+KQmylpM2lbImsHlm/2Ky3/Dc/w1168ZowYYIrOHlH13uIWb9x6zGdKkFoWl9Cp3unlkbyYxt8sf66dOXT1k3CBs2ngASeuObMNgJaHNNaf9nb/NxmZvyz00e2a1F2+LJYIFTk4KR0P1ffyOh16RzUw0IQAACEIAABCAAAQhAAAIQgAAEIAABCEAgLIETK1vXfEjoVd7wMWULD5WdfPdVj6wTL0XeDXXuIgcruVM9inwp5xvqmLblHvu341nOcyM/u+f+Iyd5/3BlrZH1z6r0fQ+tZvYZWbCh923V5+RR4inEog7b/mYSnqVeZUnPEnNKfEZCf+mmnGKi+oq8tm3TItslFwXIsW2O++k3fspSQt81CDvrUnpZBKKZ+Z1F+hn7vhTraSwkW3VZ7Vn1cTrT8U6PEktaJvCxfl8XWFlIMjoG02LT9v1odiGqOrbKOn6nGx8khoNKfGtltSXHqQcBJPR6tEMda2E7B7Gd/TzP/BV0/nK5/m79Aj4kdPu4tB3DkNDrOFNRJwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMArgcHRyUkfAvr3vzFbiniY9gWvSdaWjOVp2+d9XyRcJVuqx1DZmOVYpuzUv/ruO72flyuPPX/yrSzfuZGfiXiu2rTJknEW/DMvuGtk35G4MfU7YSPvS1Zy1/7ia3vJyK7aKPlYVkyojOxN7h++2kKVYxp7y+gjpl+kGNUPfv8t+6wl9KNRn0yeXq82qiksmlmYVH2VR/8304Xplt6Bg9W0bvlHRWANLv+s6q3KQpIwcZscD8dqIUk3XkXiCxrHYzMf6GPVuL5GQh/Xlh993sl5hud+5nLmr6Dzl4uEPpBfVhkdBc3dAgndT8wmxz4k9ObGAzWHAAQgAAEIQAACEIAABCAAAQhAAAIQgAAELAkMjk5u9yGh/9nCBysTU+WL3bKy8Zok2FDZoSXzdFK0ledy/OQX2VU8F9HzX37y8yzXuZGfiVic5P0v/9q+c7TN2i9Zv039T/Gpsh9e+slvrGsnqZOcV1m/DiCLTpDQX7opJ9z1RQuSUb+MsUn1R/UoQnzWcc8671ZrCf2HUX+75TTKZjUnsHnH/OGsfsFnL8VzThZD4nDNu0Tu6nW68RoCUFABaEhgZSFJ4fjMnBcl5sdlIYlk2Sd+g8bvQH4tIvcAy46NJICE3shmK6XSOa8pR85Z41wuc1jgOazrVP5aNDXX2l+SQUL3f/2NhF7K1MNBIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgSoJPL+8dc6HhP7xP95b2Q2jc9+/OCSljpIR89680mV3EXXzlpW1n+mc9t70eJBjZdVD/0wE9EN/udxIyTyr0s/+808HIheLXC3/JMvyJ65/NGuXRn723LHjTn3IlOVaCb8iGpclfuv9UGJB1UM9hopF/dhyzk2OAf18fLw2LQwItTgnWV99oYRNH/jer3zITkSP+nNVzs0c2x+BLb0D+5L9hucBbqrvWGj9LwcgsDqJOY7ZJFXZ5qySLCTxH7PaOLjmb8Stb0kT3XgOgU/FWpjHNgt59e3Z1dYMCb1a/nU+ujbPOH0Hwb7meb/TjReZx8LMX3m4bpyO99U5BovUDQndHINFxiYk9CI9kn0hAAEIQAACEIAABCAAAQhAAAIQgAAEIACBRhB4fmXrQR8S+rsuvbGyG0u6iBgqK7II2Ep4VY8iixf5Itq0rymzsBxPjm/avqz35PjC9ocra40UsLMqLRKtiaNI2237SztX0/nLe9LuJulb+qTI+mn7hXxfYkRfECL1kYUEIY+ryv7Q1Y80tluoc/D5KMK5GhPVYxltYVokMeq8vvqaj9lJ6BP91t5UbsTFicdKRjsWpkb1Cz4vdqM96s33PTZZLYsS0SSPoMI+9rJQmsCKCFMsPm3GNxknaxl4HivV6caHiUf7eMzBasljc1FUQwggoTekoSqops3cwzZu83u0LZ7kV3mCzmPOiyg3botb+etpXHu7xabNWIaEXsFExCEhAAEIQAACEIAABCAAAQhAAAIQgAAEIACBcgmcWHnFkg8J3eZL1xDbnPXeu0uTH/Vsv6Fkd/04InVKdu4Q/GzLVAL6Pfcfaax8m1bxrOzgV9/yRNpujX3/Oz/4iXNfEulbMp8rwVg9VtkvpU+qeiQfyxDj3/aBv2hs+9vGvOt2psVArmW4bm/qAzInZJXz6Td+ykpCP7Kpj0xV7uVI0KNt7s2vZfULPit4o33H/OGgDViDwhFYg0s/i2nNzEKSgvHZG72//GJEGv82vP+iuOcsl+UQscf2GBNn72n9YqQ2xILvc0BC9020PeVxbT167nVlJL1DxlrmpuDXpC5zeSv/D4SE7j9+kdDbM79xJhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEAKAR8C+ve/MZsp/bneXHHZXhcfRUaVrLwuZdhuK9J5UnZ1zShtcxyTVC8Zn0UCttk/xDbCU537k3//48bKt2kVl3NL43bmBXel7dbo90WiTjvnrPf1zNNVSuhST/klgmRMyvNQi0OSXJDQh2/Kifyvt0WIX4pItoM8V2OTOvaoPrnrzddZSejLm/qtvKGccinQ+re39A4c1PsOr4fjuAiTaHYhamtHQmANL/uMElhZSOI3XodiveULSTrT8U6kvbBxLONkW+cAziudABJ6Optx/2RonrFYEMU+2XO96lMsjAw7n7leL0x04znVNm15RELPjsU8YxUSeluig/OAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEjAQGRycnfUjoX73nfbmE1jxf3Cb3ETlaiYfqMYQYLsc0CZYhMi6bpPpRmX2TTHw/F/l9702Pn+J8/Ph/NFq+NlVeRPMsbnccesq0W6Pfk3PKOueszyT7tPTJKhdGJOtn+uUAiaPkNr6fI6Gbb8rJghk1Fstj6HaQdtUz9I865lvPvdlSQt81ME6cvNlIAtHM/E7f4wDlrR8HhHEjO4dFpck6GV72GSWwspBkfbyFGH+imYXWSsSdbrzoKpWxvVPcr1oMpWzSQgJI6C1sVE+nFGKeGvcyVdOcPn35FHOU0xzlktk8z7Zro65jVds15REJ3f91NxJ6U3o/9YQABCAAAQhAAAIQgAAEIAABCEAAAhCAAARyERgcndzuQ0K/9rorggqfaTebTPJpqCzo+rGysmen1XfU+6asziJYjtov1Oe6gP7wo882Wrw2Vf6+h1ZH8m2ycGw6Z/XeGeffPvLcQ/Utn+Xq/VRJ0JK13edxkmU1uU8kz8P3c8lCrvirx1Bjsqq7np1fjqs+S3tc3rTLSkQ/GvVbm9k510VDg3eSLN1p/YH3Pd1kn9m/2OAukll1BNbgos/IX56IevtniVVPsZqSjbbNC0k63XgNYS9cHG+cjvdlDqJ82FoCSOitbdrCJ8ac7X/OTjaKjLvMa+HmtRxsl5Lt0/TnSOj+4xcJvelRQf0hAAEIQAACEIAABCAAAQhAAAIQgAAEIACBTALPL2+d8yGh/+6uz4yU/nzfhDJlQR+VAbdIHUQ6V1KlPF4UP+j1nEWk1bMIyzFDC5xZTPQMw//yrz9X/nJrHkUmzmKgPnv6mWOtOWd1Ilff8oTVuSsGdX6U7OzJ+FTP5f0Q9UZCN9+UM43LvsdKvT1NbT/q1yOWXh1bSeg/jPrbMydRPmwUgc29+SW9//DaHMs5uaw1qkM4VDaHiJIni+LY7mMjsLKQxGusmq+NWrqQpNPdM0sMhxb19sw6DKls2iICSOgtakzPp5LzWtI8P6Usnhq3YySbKJqaizrdeJX5LfT85lD+dNyaX4VCQvd/3Y2EnhzBeA4BCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0jsDzy1v3+ZDQ33TRzaXfLNIzk4t0Oko8zHuT6g0Xf2VIcPUtt5oyCMt7eetcdD+d76G/XFbucmseRSy35SQ82vbncv62nKrczpQRe+9Nj1u3sUvdkdDTb8rpi1dC/GqE3lb6IqFRY+eXX/tJKwn9SNRHqmrRlU/Um+/rfYfX6bGch00bb64jsDrIN918227cFlst+GEhid94NcV4i4b8U6dCtth8cekgNrZ2AdKpTsSTVAJI6Kloxv4D0xzDe8Xmcb1TcY0afH5zXSC6JosD9HZq4msk9GKxahrr2vj/5Cb2beoMAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIBCJwYuUVSz4kdNMXrCHfM2XbDZkFXReyJWO5z/OTLOi6RCnHkPd9Hse2rHPfvzgk3f9wZa1tDvZA2tWWyRnn3z547tjxsWZgy6rK7WQcUFnQ1eMoITlPfZHQ02/KmRbtyJiSh7PtPrr4Pmo++PQbP2UloS9H/blA0y/FVkAgmlmYtO1TbJce41lstvQO7KugaYMestONDzrImK6yCtt3Y2uBlYUk+eIyK2b1z6Le/tYtviJTbHBJbzHoIEzhtSaAhF7r5qm0cvr8wuvic7ipQTvdeJHr1ODznMv1+kFTOzXtPST04vGqj3lI6E2LAuoLAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIOBE4sfLyw0Ul9O9/YzaoXKh/cSuvdSk8ZBZ0OZ4uiF8UP+j1nE1Z0ENLmyau8p5kk1fyrnr80r1PtU6+FqFcxPI0Dqb3pR+07e/hR591YmDiYnpPFlBIX5J/vn81wHQ89Z4sUNHjVfqx7zogoWfflJNFNGr8kEeRxFUbhXg0ZcHPOs6uN1+HhO50tdCejTf35lez+gafZce2BZ/V9vSWF84EgTW42GMt67CQpHB8jpyL27aQJNoWTyLnBY7h6Xhn28Z9zseeABK6Patx29LimnHknEQZ6+d9Ux96cZ5bY64LPNc5/NqP7S/8mNqzLu8hoa+PPR9jERJ6XXo39YAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASCECgqoMv+337gwlJvHpWdBd2U1VfEWh9fQksZpvPxnWndtq5pAu99D622zb0e3HHoKec2PPOCu1rHQU5I+rhtH7HdTl/MUOaiCpOQPCoztu15qe2Q0LNvyslCnaSELs9lfFH8fD/q/U2OlzVO/9a5n7WS0Fcm+mT3DHL1UV2hIlj67n+Ut348EFG4uhb2e+TTpy+fQuoJLPU4CqwsJFkfbwHGn1YtJJk4e0+fGA4bwyJA+h15Ka1JBJDQm9Ra5dY1wPwU7P+STalrWgsy14Wd53JcRzT+WgoJ3f/1NhJ62gjG+xCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEDjCQyOTk76kNCvve6KUm8GiUyqy41ZsmHRG0q6TClZlouWmdy/7KzuyWMnn0vm6r03PT7EVng//cyx1snXIpQnz9/2OUK+3c0YkxRcpohuGidETrdt51HbIaFn9wPT4hqf/E3to88Lo463vGnXSBH9yKb+UuMne05gHYGot3/W1H94LzumXfhEvfn+OugNfoHUE17qiabmIpcuwkISf7GaFtfRjoUplzap87adbryUQx4bsI917B+uc/tTt/AEkNDDM27qEdLmGN7PP49n9QXmO+t5q5Q5fqIbz2W1V90/Q0LPH6dpYxwSet17PfWDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEchMYHJ3c7kNC//gf7/UmdqZ9WaveN4mtvjMcq2OpR8lKnpQbRRpXnxV9NImaoc8nrc4mGV6k9A/uXWqdgP7wo8/mbsMmy8dpDfncseODM86/PTcTU58yxaos4PjVd9/p9TimY8t7pqz+cnxZbJG2j8v7Te4HLudZZFt9UYu8LlLeqH31hQe7r3ok83jf+5UPIaHnvoJo9o6be/Nro/oTnxe68d6axRudbnwYGTWo1OMssLKQpFBsZs6Latxry0ISWeBA/AaN30HTJbtmX83Uo/ZI6PVohzrWQs0pPPqbt7PamV/vCTvf5bmeaPIvhSCh+4tbNQYioWeNYHwGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEINJrA4OjLZ31I6O+69EYroUF98VrkUZcMRQ4PKbVK2UkBXZ6/4eKveDtfPcu6lB8yq3sae8kYrJ+nEoZF2G7b34Uf/nqhNmxjZvj4mm8WYmLqW6Z4lX4lgrhpe9/vvftDXxvq174WkSChj74pZxpXQo7XenvLAqKsPvXV13xspIQu2dIbPdFTeSOBzTP7F7P6Bp+Nju9RjKLZBafs1saGqvhNBNbwMo9kms/TzCwkKR6jmTG8Y955cUCedgy9T2c63plHGmMf+9gX6TF0O1J+vQkgode7faqsXeY80ws8j7W0/FHtKQuDmMPs57ASWDV2YS4Suv8xCgl91AjG5xCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBjCTy/vHXOh4T+mvfcmin6+br5JPK3Lkr7EkrT6miSKNO2dX1fMjKLkJs8pyqyoJtEe6mT8JZ/bfsTgdy1rfTtpd+17c8HF52T9HE9G7b0LXnPV0Zy/Zj6a9PxfYjQSOijb8pJGyfHN3kuC2/0NvL12jRHZC14+PJrP4mE3tgrmGIVj2bmd/rqd5RjHgskW3WxVqp+bwTW8BJPXoGVhSTmuPM5HrVhIUmnGx8sQTAbjPEx1qofqalB1QSQ0Ktugfoe3+ecRFkvzPujWvvFBZSrYzwv1W9Ono53jmq3On6OhO7/WhsJvY49nTpBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACXgj4ktDLuiEkWW11oTFLMPRRL11g3X3VI94ESj1rr5xb2VnQRRI1cZW6Cb87Dj3VNtd6cPUtTxRuwzPOv33w3LHjrWNTNEO8KebS+pjPWDIdV70nMaWPGz4WeyCh292Uk3ZO8h+VnVy1W55Hk/QuYnpaWZ9+46eQ0L1cTTSvkGhmYTKtX/C+XWyP4rSld+Bg83rG+hp3uvEiEk9QEX11PXH7Vywk8ROnWXEsjO1bpJ5bdrrxGjEcNIYbP87Xs+c2q1ZI6M1qrzJrmzXH8Fm+edym/TZui7cz9wWd+1xF9zVZHGDTdnXaBgk9X4xmjW1I6HXq4dQFAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8ErgxMorlopmQn/msd9IFfyyvnx1/cwkbIfMqCv1MwmNkhndte5p2+tZ0EPKmWl10AVRkUWVoCuidRv/5LzSeLi8L+3Xtr+v/vXTXtjoHCXzuN7fpa+pxQ769r5fS+b6pAgtz7PkZJvjI6Hb3ZQ79/2LQ+x9ZKJPayN9UU1WH7ti+7VWEvrRqD/ldfKlsFoQ2Lxj/nBaP+J9u/gewanxGXIRWIMLPLkFVsnSPaL/BbmeGadjNn0hiWTZR8ILHcN7Gv+LF7W4IGl4JZDQG96AAas/TnNmWedq21wspAw9/zmXn/ua17bNfW+HhO7l/8Pr/j+ChO67l1IeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUBsCPiT0bz9w4bovVUPcfBEZXBdY5bW8H+J4qkyRVHVx1VfmdZOYKe+pY5fxKEK9fn5JrpIxvG1/ktk9D1vJpi3tI0KriPsi6v/J559sG56T53P2796di9EorqZ4kv5XRvZ/iVt9DCm66AMJ3e6mnGn8DrmASF9YoxbVmPrnb537WSsJ/YdRf3ttJm4q4o0AN9btYtgUO7bvRTsWGruAgyySznKNa1bIQadbTGBlIUnwGG70QpKN0/E+JPSwcdzEzK7eLiIo6BQBJPRTKHiiEbC9XmQ7+/lcQ5z6UsZnFlOGnQNdrzHk/xapDVbDD/i/sn1c2o5hSOg17OhUCQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEPBD4MTK1tWimdC/es/7ggiryS9xTVmMfWYkTx4r+Vw/blFpNVm2nq3XZ9nJ46Q9T8tMnRSCn37mWOska9vs18JHhHMRWHVRP/l6tYWMHn3yR8EWeAjTJD95nlz4kNZffbxvOnaRhR9I6PY35UKOpXrf0NtZ+pe+jXqNhO7nWqKppYggrfoCj/bx7MJqS+/Avqb2DwTW8OJO0b6BHBMmbpMx3mRZptOND7sKYmzvFPeLRWOY/dtBAAm9He0Y4iyS8wnP/czZLu00cfaePvOa07yWY0GlU/mrTVq8xXW2n5hNjn1Nvq52GXvYFgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEBhDAkUFdNn/2uuuSBX8kl+25n0uUrQurZYlbOuiuK/svaZzEnEyL6M8++296fEhrsk6iDTatr+HH302k7GI59LGervr/S/5+qFHnmkbpsHx4/9xMst7qF8a0DNVC8+sbNV5+rdpH1NG7iICfJMl9FBta+Iu75my4Eu8pW1f5H3T+Jr1CxbLm3aNzIZOJvT2XiBt7s2vFelv7Dvi5vyO+cNN7T2dbryKuOMk1riKO4UFVhaSjIi/XvHPm7qQJNoWTxK/QeN3IHJjU8d36u2XABK6X55tKo3r5OLzsM7QtX90uvES82HY+dCF70Q3nnNtw6q2R0L3H79I6FX1Zo4LAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIBCfQBAndJEsns3XrN2V8vRZpMSkby3PbLNqj6qBnBZayy5RC9UzBcnzhnKy3CNtt+xPuyXNUzyUb9qiM53pfSL7+958ebxuqgbS/9IkQ/VLKNIn+Zfy6gbR1su3keXLxheoTNo9NltCLZIC3YWPaRoT/JHtfi3r0Y0n/Sh5HnmeN3TYS+nLUR7QKfkVSzQG29A4c1PsQr/3ecI9mFiarad38R0VgLUHWmY535m+hl/bc3JtfJWb9xqzGc/Ul2s151pmOd7pIYWzrHvMyTjanR1DTkASQ0EPSbXbZ2nxi/C6GbdzmcNcecfr05VPMce5zXEhm0iau7VjF9kjobrFpM5YhoVfRkzkmBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEJzA4OjkpA8J/Xd3fSbYzSSTLC1ZlG2+3C26jUlW9SHkmgTJNDm66DmY9pfsw7qgKXJoMlOwCJtt+3vu2PGhfiNtbJKhdT7J1yKrSx+Uvqn+Ldzzg7bhGohYL+cdSkQ39UM5Xqjs2MlY0Ns8bzb0JkvoZY2jSe764htph+TnPp/rbZy10ODxV31kZCb05ajfmIxlwS8eWnaAqLd/1mffo6zhm/XRzLwX2bjMricZfkPKJ5QdD3wJrCwkGY453+NQExeSdLrxInEWVLpr5OKEMueRcToWEvo4tbbbufqejyhvfuDWAi9sLdm3mRODzomuvwa0lKcdy94HCd3/NTYSetm9mONBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACpRAYHJ3c7kNCf9elNwYRCUWK1jPn6rJ0yJtQImkm5WM9U3jeY0u252S5ZYm3qr5yHvrx9QzUdxx6qnVS9dW3PHGqn0omfV1S1ZnIa+lv0g9EVs+So884//aBSO5t+3vgr1eDiuimWPAVZ6q/mx5NC0yyJGVTGfJekyV06d8+FtWksTG9L4tb9DjLiitTGbbv6eO3LB5J2/err/kYEnopVx31PEg0uxCl9Q3e93TjfWb/Yj1bP71WCKzBRZ3D6fTdPmEhiac47aWXE/XmrVGbuQAAIABJREFUG/drIMh2YWN443S8zy1S2brNBJDQ29y6xc6Na+n0uTUvmzwtEk3NRZ1uvMrcGHZudOErC17ztGWZ+yCh+49fJPQyezDHggAEIAABCEAAAhCAAAQgAAEIQAACEIAABEojUHcJXaRBXVjUZem8N25s9tMF+DySquk4uvxchnSr6iHnoDPVMyK3Vag+84K7TmZ7N/UrnYlkbBZhVnGzeWyjuP/DlbVT/UXvJzZMbLYxtYevWMs6vh6HEu+uUnbTJXSR8bMY+f7M9CsQF8UPBqmDPtZJ+6adDxJ6aZcdtT3Q5pn9i2n9g/f93HyvbeMbKvaiqOOa0ZDtu/Zij0+BlYUkfmI0c6xr2EKSTnfPrIsIxrb2satYbdwWbzcMn7w1pgSQ0Me04S1OO3NuyVj8xH7pc7sFduMmMm6rMZxH93kvALM1+T+HsbFq8iYSenoc5h2jkNBr0rmpBgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIOCXgC8JPe+Xr1n7mTIkZ2WyzSorz2eSnVcXkyV7dp6ykvuYyi1LBDUd2yTextd8s20JvQciiEuf0hcWJNtYPhNx1VVEVu0rknsb/+65/8ipWBA5X52vr0fTLx5Iu8j7vo5hKseUDd01FpsuoYdoTxPr5Ht6hvJQi3BkvE7GtzxPi+3Pvv5KMqH7vbxoXGmS5TfZT3ke4IZ7b/9sUzoGAmt4Mef06cunfPYHFpL4j1l9HBTZ32ebhSxLFjkEkMVYaPLSQpO1kO1H2c0jgITevDYrq8b6XMLr4vN1kbbrdOODzI/hr3MdGNf616KQ0IvHqz7mIaEXGcHYFwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgtgcHRrf0TK1sHRf/pX6oWfZ0mpYpEXbRs2/1NgqrtvlnbifRpK0ZmlZPnM5E99WObsn0//cyx1rnUX7jr+0PnrlgUlc+TbfHwo8+2jt2Tf//jdexcRe0kn7TnVS060bOhy+u0Opreb7qELn3fdF4h3zONrSEWHEiZKsbVY9pCok+/8VNI6LW9UimnYtHMwmTIfk/Z84MtvQMHy2nN4kdB0Aku53gXWFlI4l+S0cetqFELSeJVBwEMufwludyWRa2lueKzACW4EkBCdyU2Ptvrcwmvi8/XRXrPi7/2s8YcGfxa13Y+HdT5l0WQ0IvHqz7mIaEXGcHYFwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgtgeeXt84VFdBlf/1L1aKvTbK0ZKguWq7L/ros7isLu56Ju6xMxMJPiZjqUTIS60wu/PDXWydR/8tPfj507orBRfGDqdmRdTY2r9vI7/jx/xjiF2JBiMSYahf1GEJ4T7ajSYh2OWbTJXThbFqIkmTk+7lkI1ftqx5lEYLv40h5+nibdhwk9NpeppRasc29+dUQ/ZAyT928Xy21QQscrNNFYA0sJ3lfkMBCklNxFmQ+lXGsKQtJJMt+4P5rLZa1th7T8c4CQyy7tpAAEnoLG9XTKXEd7H9+Lto0nel4Z2vnJ/dFVXWY01dlcUDRdg2xPxK6//hFQg/RUykTAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqJyADwn92w9c6FV2MMnSIqWXffNKz5DsQ4IX2VNJl+qxDAHUlFle5ExT9uE2ZvKWc1K81aP0qRAitfTTNmaS1xlKfIhM7DMuTZmrQxxHr7MuKruMN22Q0GUhhs4k9Gt9oZFpQYyPOugLG9IW/ex683UjM6GvTPTJ+ln5VUvYCmzpHdjno99RRvrN+mjHwlTYVixeOgJrCZkhAwmsm3fMHyb+0uPPAxvvGeyLR+xwCRNn7+kj14WN47rKcsO9gXfKIoCEXhbp5h3Hw9xT+v9V615nH72g042XmCvDzpUufCe68ZyPdvVdBhK6/+tqJHTfvZTyIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgVoQqJuEftZ77x6ShdNk6ZA3hkwyrA9ZXM+uLucW8jxU2bqIKSK2KSPwmRfc1bos6JLF+0v3PrWuX/lYUKDYmh7ja77ZOo7P/vNP1zGUPhRCHDYtQgndXqZjylhkalv9vTZI6CL66+cV+rWMP2pBiHoMcUwR7FX58pj2ixa/de5nR0roRzb1l2oxcVOJYATkhnCIfkiZL928j3rz/WAN6KlgkUBcpBG2dRd4QgmsLCR5KdZCjTtNWEjS6caHiUv3uHRgdtjTcEsxLSKAhN6ixvR8KqHmo3Eu10cTRdviSYdxvw7ZwltfB1kI66NtfZaBhO7/2hoJ3WcPpSwIQAACEIAABCAAAQhAAAIQgAAEIAABCECgNgTqJKFLVmU9I7FIgyZZ2ucNJznuue9fHIggbpK1lcDoI+uzfn5pWXl9np8p+3qaiHnHoadaJ09/7x9+ckpCFdk2VPbzZJudcf7tg+eOHW8dy7vv++EpliouJHaS5170ucSZtJMqXx5DL0SRYyaPJ89tY7MNErqcbxlxkewbcjyduY+FPsljyHNb2R0JvTaXJZVXZHNvfk3vR7z2ePN9x3zt5UUE1qDyqghEwRb0sJDEY6z2zGWJjFT5QJ1RAVnggFQXNobrmq01o1vwUQkEkNBLgNzQQ3AdbZ5Pi3Dx1RVYeBl2vsxxPVK7/ychofuPXyR0XyMY5UAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAK1IvD8ytaDJ1a2Dor8+/YDF3qRUPfe9PiQlBgi07K62SPiqWRA1sVwXYxUr0WMLSJJmmRw22zLqs6ujyahN004bas4fc/9R072K+lLwsOVYd7t2yj0/8VfHR2K0RCCuClWbKXwvO0l5atYV482/aUtEnroxT6mdtEXG0jWctN2Rd4z/bqG/NKFXiYSeq0uTSqtzOaZ/Yt6/+C135vv0exCVGkjZxycrJDhZZyJs/cEzYbPQhK/8To0/tV8IUlnOt6ZQ/pqfXZVn0zqmKk1Y1jno5IIIKGXBLqBhxmaR1IWObGd/fztsxt0uvGqzzmCsopdS4e+TnbtO0jo9nFpO4Yhobv2QraHAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEGkHgxMorlooI6LLv52/+yJDQZ/vlq9rOJICKoGgjgaoyXB5FTNQFSCWejnrMKzPr5yjyrkud82wrkr1+PvKeqaz4mm+2LnP36jPHTp5/2jmbOPh678wL7modTzmhi/c8NNSn0jLrF2Fp+lUCkzxc5BjJfU2ZuW36TVsk9JALfpKck8/1MVHG5OTnPp7LHKKPgabFP2899+bB8qZdmf+ObOoHy97biAuGMalkNDO/00ffo4z0G/bCuK7dCYG1mDhjIx6FFli39A4cJP7S488Hm2hmYbK2MdyND9r0Q7bJHeurdW176lUtAST0avnX+eg+5h3KWD+v+2zvjdvi7cyJuefEEIvY1mRRrM82LlIWEvr62PMxFiGhF+mR7AsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQjUloAPCf3a664oJA6e+/7FIUlQpEGRQn18wauXkXY8XVTMei1Z210FeV16FwFTr5vP1yLs6ueQJfY//cyx1knTDz3yzEDa2ydXl7IefvTZ1jG9+pYnBqZfLfDN2ZTBOnTM6OK7jRTdFgldxgqXvu1jW1PG+xALDfRfu0jL+o6EXttLlVIrJlm6ffRvysi4YT+zf7HURnU4WKcbLyLiBBVxggusLCTJiD1P2WdrvZCkG68Rw0Fj+KDDkMqmY0QACX2MGtvxVLkm9j8vOzbByM07LOAKIZMXKbM2/1dCQvcfv0joI4ckNoAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaSKBqCd0kmooM6VtoVTe+TNKjErU/c9uTg4s/+vXBeZfcO5i+8M7Be3Y/MLj0Ew8NPvfF7w7J3LKPi4huyrIsdVH1CvGoC7VS57RjXvjhr7dOlj72b8dTzzcEb1OZIk237U8WK5j6s4i+rgszTMyS75n6cAhJWR3TtEDFlDVbbS+PbZLQR51r8rx9PDdlKQ8x9uv96KL4QePYi4TexKuYMHXevGP+sI8+ThmpN+3XwrRc8VI7CKxFhJmR+26cjvcVb6XsElhIkhp3xrkv1zhV04UkZHMNKp+/GN97ZrMjkE/HlQAS+ri2/OjzzjXPeFo01dZjj6butkU0NRdxDVzGHOpyjHrMt0jo/q+rkdDdxie2hgAEIAABCEAAAhCAAAQgAAEIQAACEIAABBpCoEoJXURWPUOtiNKhsh2L8Gg6nsjnb9p59+CXZm41/nvZ2/efFNKVrJ583H3VI1ZCh0naDXlDzCT3i4iZdsy2ZuxOO98y329jhnlZtPDuD31taHFGmtybl7cpm3+o8UHVUR8jRh2vyRK6fq6+208xzXrUs+rbjqlZZeqfSRsmx+20sRAJvSEXLiVUM+rN9/V+xGu/N+DrePO9090zSwZlFzkmz7blCDUsJPEbr6bxr4Sh2PkQssiBGM4Tl/b7ODcKO4wNAST0sWlq5xM1zSG8V2yedm4Eix060/FO5lD7+bAEVquyOMCi6YJugoReLFZNY10d/x8ctBNROAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIDAeBKqS0NME9DQ50PTFret7uogoUuLeGx8biGSeJqAn35fs6Kas6LbZg0XwVCJkiGy/SR7X3fbkqWOpY6ZlkD7zgrvalqx7IFnQzzj/9lTpPskq9POrb3midXxl0YJwM/UziW2fTE1xm9aXfRzXdLysDO9NltBF+Fbjw8nx8KbHvbadTXvoixlEjLfZz2Ub/RjSb037I6GPx3WPzVlGOxamTH2E9/zdhN/SOxA8I7ZNWye3QWANLt6UlgGfhST+YjVt3It6+2uXEbvTjQ+XIIWNzPjf4josJsdMnkMgSQAJPUmD50kCafMI7+efq5N8fT7vdOOlFs9hjZu/y/gFoVH9Bwk9f5ymjXFI6KN6HZ9DAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACjSRQhYQuQqee/VYJkFmyZ9oXuDbvmzIquwjoSkaXjOlJaVOehxTnbc5N3+adl90/VMesDMcifbbt745DTxklU51VGa9Fhm/jnyxecM24n4e36VcERBTPU5bNPqbjZS0aabKEbhorQo3BaexNfcj3QoY3XPyVoTHRVJ9REvrKRP9gIyd6Kp2LwObe/Kqpn/Cetxvxq7kaJuBOnW68ingTVEQvTWBlIYm3OE293qrbQpJoWzxJ/AaN38HE2Xv6AYdgim44AST0hjdgwOpz7ex/Tg7VXC/OpWvMp2HnUxe+p09fPhWqvW3KRUL3H79I6DY9j20gAAEIQAACEIAABCAAAQhAAAIQgAAEIACBxhEoW0JPE9BFhA6Z3dgkW0pmcyWXuzxe+omHhoTGkHV3uWknfIVlUpSX12liqQjSzx073jpHWgRpF26htxUpvm1/SvTXs2lL37P9dQBb7rLQw7ZP25aZtZ2e4T1roUmTJXSTcC/CdhabEJ8l21aey3jt8zi2ovsoCX056s81bpKnwrkJbOkdOOizH1LW8A38aGZhMncDed4RgbUE2WY63um52TKLYyHJcMx5HodqtZBEBGkXqYtt3WNexsnMoOPDsSaAhD7WzZ958p7nHq//T2xq3TKBF/xwohvPMUe6z5EBmR0u2KSFdkdC9389jYReqEuyMwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFBXAj4k9HddeqPVjSARtU0Z0EWS9p35Vr+ZpB/3Y9d9K5eALrL6K2cX1gmxIk1mZUrW6xLy9bs/9LWhumUJnZJRum1/Dz/6rFV/DNkOetki9rbtTxYvyCIG068MZEnbOhub1yaJWPq6zb55tjEtWklbaNJkCV3Y6ItWsn41IQ9Lm330RQaysMFmP5dtdNHdtFACCb2uVyrV1Cvq7Z916WNs636DPurN1yarLgJreNmmbIGVhSTuMek6jknG+WpG6OGjdrrxYkABbEDZcaUS3HCL807dCCCh161F6lMf17mF7UfP36Fbt9ONDzPvhb82tmVc5S+RIKGPjkfXMQsJPfQIRvkQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAJQTKktBFMtdlR5ECyxDQ5QthXUA875J7c0voIqLvvfGxdWVWIW7qX3SLJKszlozO+nbJ108/c6xtbvRAxPrkOZb9XPq6CK4iMosorf5977//j9axjq/55knWwlyPMZPkW6Qt9IUko/p2kWOZxPq0xRxNl9D1TPa+FxDYtIO+eEbGMZv9XLbRx0bTIgYk9EouQ2p9UJc+xra5btAv1aUDdLrxkq0Iwna5pJzSBVYWkuSKSaf5t04LSYjLXHFpLddvnI731WW8ph71JICEXs92qUOtuEb2Px+HbteN2+LtzKth51VHvmtlL+ZUfQwJ3X/8IqGr3sUjBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg0CoCPiT0t70/OxO6yKi6AFimgP6f33FwSJCdvvDOQhL6xR/9+royqxA39Zt5JhFYMnDr26nXTZZn02xukerV+ZX1KIxlEYKezVmXsiVDe9v+FG+JMT3GfceE/NqAzjSrfxdtf116l9emMpscR3I+pqzvpvMM+Z7MEXrb+v51DD0+TRL6V1/zsUGmiB7151p1AcDJjCSweWb/Ysi+T9nzg2h2IRrZEIE3iKbmIkcRxFrcpNwXBJ6JblzJ+EmM+Rdn1jHdMV/64gLTcNDp7pkl1sLKciIkmtjzHgQUASR0RYJHncC6eaMXeF4ak/J1xiFey+Ij5tawc6sj38UQ7TyqTCR0/2MWEvqoXsfnEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQCMJ+JDQ3/x/3mCUM+Vmk0lwLFNAlzqYBMdXzi4UktDfs/uBddKkb+HW9UadKXPzqDrd99Bq25zowdW3PJHaF12ZZm0vfUqkf1281kVa/fW///R465iLhC2s9GzWcu7CKYuj62c6b8ni7VqG7famsUviTN+/6RK6yN56P/Xdbjoz02u9DmmZ50372rxnk/EdCb2RlzFBKy1Zfm36F9vkvzkv2aqDNqJF4Qis4QWb06cvn7JoCu+bsJAkf2zajmt1WEjS6cYHHUUuFpJ0neJ+zXtwUmDrCCCht65JvZ2Q7XzCdvZztrfGySjoxUWaa8yvTvNl4OuLPaX/vwkJ3T4ubccwJPSMgYePIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgeYSCCWhS2ZkU2ZuEQ1FJPWd5XbUl7264Ni2TOgm1lki6ZkX3NU6GVpO6Izzbx+ShEf1DZfPJRv3dbc9OSTt6v0r7fWTf//j1nGXxQzC0LQQwrckLhnndbYmMdylTdO2NZ2PSYxuuoQu56/L/aYs4WmcfL2vZyqXMc1X2VKOvkjCtEgHCb251zKhah7NLEz67IeUNXwTf0vvwMFQ7WdbLgJrcLmmMoE1mpnfSdwNx51PJsLYNtZCbdfpxqtIckHjuPJxOlTfoVx/BJDQ/bFsW0k+5xzKemFOL6uPsFAz6NyaR1hfk8UBZbW/HAcJ3f91NBJ6mT2YY0EAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKlEQghoYv8nCbq7r3p8ZOyatk3j3Rx9bxL7i2UCX3vjY+tk2F9C5MufIS3fn4mwTJZpkinbfu749BTXqXVJK888rkwlnZI/rt4z0Ntw37yfGRRg/AyLYbwKYnbiuHJtivyXMarZGyZpPo2SOjSR0edZxGONvvqCwxkDrHZz3YbieHkOcpzfd9REvqRqF+5aFfaxQEHOkVg8475w3pf4bXXm/GVCcqqkTvdmCyPblmRXaWZygRWFpJ4jdWheVPGwqoXkkiWfQT0wJLcdMz1j5oweEwlgISeimbsP+C62f9cXGan6nTjJebZwPOsw3X4xul4X5ntj4TuP36R0MvswRwLAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKI2ATwldsp/rImFS+hOBU7ap4iaULpN+7Lpv5ZbQXzm7MCQzmjIkl3WeukAqzLMyzUu28OeOHW+dDC0ysG/mIj2b+Cb7tTwXYVYEbBFdszLQS/1Elm/bnwj3cm4mSVzGBJ/toseyvPZZfrIsiWu9rfUxrA0Sup4lXLVnkkXo52+4+CsjWRepg2mxjl7eKAn9h1F/e2mTMweqDYEtvQP79L7Ca78346MdC1NVNTgCaxlSzZ7ZqtpXjstCEr/xahj/Kl1IMtGN55DjwsZx2VlXqxwvOHZ+Akjo+dm1fU/DvBHs/+/jcqwy+0y0LZ5kwWbYedb1Ombjtri07yWQ0P1fRyOhlzmCcSwIQAACEIAABCAAAQhAAAIQgAAEIAABCECgNAI+JPRtl9xwUr4VcVEXNtVrkRyrvCFkkuOnL7wzl4h+6SceGjpPn9meXTiZxMpRWdnl87b9fecHP/Hev0wCsurP8ij9XVhmCf+mthTZtm1/sqhBFjfI+erSvm+h2dQuoeJP2jbZ5vJc2i/Zrm2Q0E3jSCimSXbJ5yL366yvuvlvT74nfUj6lVrooS8ESJaT9tzUlvqCkcdf9ZHB8qZdqf+Q0Eu7NKnVgeQmcVq/4n0/N+VF9K+q0SWboKv4wfZuIk7VAisLSfzEadZ4V6VM0+nGh4lJt5h05LVU1fjMcZtFAAm9We1VZm2z5g8+yzdHl9l+ciwWfAWdZ11/YUi2P1xWH0BCzxejWWNbldfNZfUbjgMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQiMIYETK1sXT6xsHRT5d/XnvzYkDyqZUORBXfTL+jI21GemDM17b3xs8LK373cS0UVcV+emHkWODFXvUeXqwq/UaZQ8+vQzx9rmQJ+UU0exsv1cBFcTV9Xe0qdlUUUeEVbVQaT5tv2pxQ+mjNaSIV6de9FHk6wc8pcIJMu9ant5VOepzqMNErqJqS7bq/MN9SjzxG13fn8d6yT35PO8MZgsQ57rc1OWgC6fIaGP4UXSi6e8uTe/FqrvU+78QDJVV9W7EFiDSzWLVbWtOq5k2ifO/As0SaZVLSSRBQ6OQnUe0Wus95k4e09fxRKPEMgigISeRWe8P0vOFzz3Mx9X0aO4Zg5+zex0vSELA8roB0jofmI2OfYhoZfRczkGBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUDqB55e3zhUR0GXf//bnf24UB3df9UghUTf5Ja2P5yKP6hKii4j+a7/9xcHnvjic7V0XGX3U1aYMOa5+Progq5fTZGE2TdqWLNz6eeZ9LdmSdelYMc4rvprqIu3Utr9kNnqdoYwFJg5535PyVLvI496bHvdafrJe+q8oyLklP29yTCXPQ2+zMn+9QmecbNus5xKTLrK8Xpa+eGGUhH406k+WPklzwFoQ2NI7cDAZLzwPcTN+ofT4irbFkwisYYWaugisLCTxH7PaOLhaxWDdmY53EsNhY/j06cunqmhbjtk8AkjozWuzsmqszRfr/i/NZ/nm57LaLnmcjdvi7cy5YedcR75r8n+ZZBuFeI6Eni9Gs8Y2JPQQPZUyIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgcoJ+JDQD9z7pXVCqMiMVYnZWV/0SoZwkRZ1EfEztz05kAznvzRzq/GfZEt/z+4HhvaTcnzLtVn11z8zZeselQX9vodW2+Y+D66+5QkvNzJFZjX1D2lnYT2Krd4+o16LPN+2PxGy5bxNUnGRzPE6S8msrsex7/ZRxzRldpfFCurztkjoutgvfV6dY6hH6ROygEBvS9fXtpn29TFTF+1HSeiVT9hUoDIC0cz8zlBxQLkv3NgXxmU3MAJreJGmDDnGpt+wkMS/QKOPXdFM+QtJOt140VHYcsoyStlxJYsLbGKabepHAAm9fm1Slxrp8wWvi8/JVbXtxul4H3Nj+OtnB8ZLofsCEnrxeNXHPCT00L2W8iEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFKCPiQ0Pd96QsnJUIReG1lQP1L2LJem4RSJTxKVnSRzd+08+6TUvrsZX8+uPQTDxmzn8s+Ik9mibXymfCQbLtZ2+U59zxZ0M+84K62Oc8nz0fOKw/D5D4mqVn1Cz1bcnK/Is9Fnm/b3x2HnjrZFiKEK37q0efYIPGkylWPodpp1LHaIqGLkK1YyqOM50X6t82+uhSePP7uK5dOjccyFl/80a8PZMFQcpvkc5v+pR9P/+UIJPRKLkMacdBodiGy6dNsU+Am/cz+xbI7AwJrcImmNgIrC0kKxGbPbt+oN9+vIIbXHEQtBPSuW8yLbFh2m3K85hJAQm9u24WuOdfHdvOoC6fQbZZWfjQ1F3W68Spzr9t8GpbXntm09vLxPhK6//hFQvfRMykDAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqB0BHxL6tbffXHv5PHlDJ0s4TkqNWc9HCehyvKTwKNsn61D0ebJsVc9RmaDbKD1LZveiLNP6g0i4yYzXRY+j79/2RQF6hmvfvxoQuvxke+nxljyXtkjopoUto8aUJCPX57r0rsYxkc9fObtg/FUK+bUK+dUKk4wu8TqqvnqGfmnXZL2zJfQPrtVuAqdCpRLY3JtfSvYXnvu/IV9qg27YsCGsEFInOaWautRJYGUhif94HRoDS15IsnFbvJ0YDh3bYcW2ssd8jheWABJ6WL5NLn1ovrBc3MR+6XN3lf2h090zy/wbev51Kn9NFgeE6hNI6OlxmHeMQkIP1VspFwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKiUwODo1v6Jla2DIv/ee+VH14l8eb+ILXM/ES5FWlTio8ujiIs2mc31MuWYPs7RlGVaz+hrOs5zx463LfH2QARg07navpcmoNssMrA9RtZ2kjm8bX+y2EHOWTKT6zFgEzdZvJKfmcpPfu7zuS5MJ7OEt0VCN2V8l1+O8MlRlWUaw6SvnHfJvanyuQjo6t/L3r5/ILK63r90qVzRoBkoAAAgAElEQVQdTz3q7ahvnyWhH9nUD/5T15VeDHDwkQQky6/qSzz6vxkvTKPe/qCZ/JKNjEDjJLfkyiAtknCSedXPWUgSJm6T46HI/mW1syxyQIILG8dltSXHaQcBJPR2tGOIs0jOEzz3MxeHaCeXMvk1obDzr+v1TciFn0jofmI2OfYhobuMNmwLAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEINIbA4Ojk9iICuuz7tj/6SBBRMfklbYjn/8vv3DH4wp3fHxIZdbFRvb7utietM76HzCoswrmqk3oclQFY9mnb39PPHCvU76oW0KVPN1lgTutPql0ki7zqn+rRp9RsKt/XQg99vDHFs8qS3+Q21M9TxjjVVvIo0ra+jY/XpjFs9rI/PyWZK9k861FE9L03PrauvlJn1S6meo5auICE3phLl0oqGu1YmDL1K97zd2N+S+/AwbIaF4E1uDxTu1+PYCGJv1hNG/fKXUgSr7pKWmzvFPeLZY3HHKcdBJDQ29GOIc4ibc7g/fzzcoh2cikz2hZPdrrxGvOq07yaa1GnLeNQiz+R0PPHadoYh4TuMtqwLQQgAAEIQAACEIAABCAAAQhAAAIQgAAEINAYAuMsoe++6pEhgfFP5w+fek+yHUum3IviBweu8qxJcE77AtrlfVMGYZss6N/5wU/SnOHGvm9z3mlsRVQ1ZcIvKwN6sl5tbhtdapZYSp570ed6G4aSpqWeSTlbnovQLO+3SUKX8S55njJGFm0j0/56u33sum85CehKTn/l7MK6+krds8YF02ICVb/oXV8Y/MOr+4M0EX1lol+aHNuYC4gxrOjm3vyq6jM8+r8hL3zL6ladLgKrrdSSc7vaCazRzMIkcRskbk9dK5S1kORF+S2ozJWz37enTtPxzrLGY47TDgJI6O1oxxBnwdzrf+4N0U6uZU6cvac/9nNltz4SeqcbH3ZtQ5vtkdD9xy8Suk3PYxsIQAACEIAABCAAAQhAAAIQgAAEIAABCECgcQR8SOj/x+f+91PyQVNuMIlUnpQt5bkImL7qL7JtsnxfZZsyCGdl/pXzabIkm2bIP3fs+OCM82/P1V4i8usSrLRVFQK6tI+0adv+Hn702ZNto/dXYewrxqQcfSGJrzgz1TFN0G5yfOnnKRJ/ctySRQT6NkVfm8be6QvvzCWhi4x+6Scesq6zSUL/z+84ePIcf/l91w8ee88HUyX05ag/17gJngp7J7Cld2Bf0Rhg/+wb+ZJx3nvDaQWePn35FNJMYGmmpgIrC0my48/D+FRKBnzEt8Dx240HIvprQycvIZBJAAk9E89Yf+hhbvH+f9Km16kuHUrEZ66pw8/JtownurH37yyQ0P1fOyOh12UEox4QgAAEIAABCEAAAhCAAAQgAAEIQAACEICAVwKDo5OTJ1a2Dor8+4OF8xt1UyhNQh4lc7vcqNKF1azsvLblmrKg20i3dxx6qm2O80mJ3JZbcjsRTkWEToq2VQroqm4i1bftT2Rj0y8CKOlXnXuRR8lGrrdlkfKy9k0TtNskoZvaK4tJns90jp+57cncArpI6G/aefdQH0jrY6YxVMR0OQ8LCb3vdfKlsEYSiHr7Z/P0e/axv3kf9eaDxxoCa3hZJpqai+oY5CwksY/FvONWGQtJOt140VbIYrtc8R4km2odxwTq5I8AEro/lm0rKe98wn7pc3Zd+ggLO3PNsUF/NcX3IjIk9PQ4zDtGIaHXZQSjHhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIB3AkUEdNm3aRK6SUKWzOV5v0A27aeLsSLLmrZzeU+XN+UYSqBMK+fMC+5qm9t88nzkvNLOOet9PTO3MJSs6GnSalZZPj+7+pYnWtdOsvghS/r1wU8WjuixNiom8h7XlMFbzq9NEnoZPPVfifjYdd8qJKG/7O37nfpAWn8ZJaH/MOpv9z75UmAjCeQdQ9jP8gb+jvng8mOnGy8hpgaVZoK3Yd7Bg4UklnHYy7+dyEp528dmP1ngQPwGjd/Bxul4n01bsM14E/hP266fPO2cG/unnXPDUkUC+uCF4+5b+4Vzblg8bduNOzdsv76WC6DGu6ds2MA1cP45NY1dnfqUzBnMy2HnZUe+Sz77BxK6//hFQvfZQykLAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqBWBcZLQTRKySOk+JeQQIqfUT2TppEBpkwW9jXLzw48+m0tAN2V5FqY+M+Cn3SQc9X5bFwuccf7tg+tue3Jdv5XFFKN4uHyux4WPBR+m40sMJuNPnouY3iYJXc5bP0eJGxOPvO/pvxJx8Ue/XkhCl2zoep2zFiLo20obyrkgodfqsqTWldk8s38xb/9nP7ub+NHsQjCJDIE1vCQz0Y2DSshFB4jNvfk1YtEuFnNxCryQpNPdM+soYwXNONrGukhm26Jxxv7tJHBKPN92w+FqxfMbXhTQhx8R0uvX93LNJQUWQ43D8erUyi9eW6+2cT5s7DlNxzt99REkdP/XzEjovnon5UAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAK1I3BiZetqERH9ygfO9CophrppJHKqLiCGkJBNsnPRczLV3UYOfe7Y8dZl2L7ww1937m8imuuysvQFG4ZF2852f8kc3ra/+JpvDnZf9ci6uLNZPGHLTLbTpWZZaOKyv8u2JqG+bRK66RxdGI3atupM6PovYahFEb9+xR8OHnvPBwfLm3YZ/9Vu4qZClRGIZuZ3jurnfF7sZr0wDtXAnel4Z2OFkm54gdwHm7oLrCwkKRafNuNbNLMwGSyGu/FBH/2UMlLHk7VQbUe5zSUgWcarz3g+LJxni/D71k4754aDp73uehZVVNz1bOYNtnGbmytu0qHDs0AsdU6taiHcmiwOGGqoHG8gobvFps1YhoSeoyOyCwQgAAEIQAACEIAABCAAAQhAAAIQgAAEINAMAidWXrFUREL/zDd+JZj0afMFrs02JjE8lISsZ1sX6dGmjlnb6GKovM7aXj6TerTt7+lnjo08bxMXXTyVthcZ1rRtVe81WWZO62fSXiL5Jhd/2PRdlzbQy/cRb2nHNwn1TW4303nqUr+cs2m7vO/p7fWZ254slAn9TTvvXte/pK9l/bKFfn5JCf0fXt03CugipjdjNqeWZRAQuTJv/2c/u5v4W3oHDoZqyw4Ca2gZZjVU2/kql4UkdnFYZLwKupCkG68hkAeV3YKNv75imHJKIrD9+ui0c27sn3bODavZsrerHF7J9ksi0pdEjsNoBIrMJ+xrnrM1xLV42enGi8zPQedn12t4L/M5Ero5BouMTUjotRiyqAQEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQgkBRCf1zS2d4lRSLfJlr2jdNQA8lIevCeNHjmOpvk8H7Oz/4SZob3Nj3JbO2qY2z3tMzL4ukGlJUlqzr0j4it6p/ksn+rPfeva7uW3/zi4M3XPyVU9vItv/84581tm3SKq6L26Mk4ay2NH0mDJOSuzw3befjPWmj5LEku37bJHT9HH3Hiqm9fu23v5hbRL/0Ew8NtUlWW2dJ6GlZ0I9s6i+FmHsps7kENu+YP5zVz/is8M36YJl4OwisrgKL6/ZehJeQowMLSQrH5+jrrJn9iyHaULLsI7iFFtz2zIZoO8psEIHt10e/+Lob5k4752Qm8UELBPTkOawio5ffF7ku9j/vlt+Ko48YbYsnuc4OPUe7lb9xW7x9dMtlb4GE7j9+kdCz+xyfQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAg0m8Pzy1n1FMqF/7bH/Moh+53OjhYSe/y9vR93Q0oVKJZBKlvBR++b5XARkdQz1KNJlnrLUPro0KeKr+iztsclibJrMLO+fcf7tI889yUTEb9UO6lH4iQCe3K7ocylP+pq+AEEdUz3KsT/+p48O/uTzTw7VS7Z5+NFns06/kZ/9zd/9aOhcdSG/CH9TzPksP1k3U3+64A+/1sh2kUonz009lwUTqr+qR/WZj0fJUq7KVY+7r1zKJaG/cnZhqKxRY7v+SxUyvsp5/a/7LkjNgo6E3uALnEBV39I7sM9HPFBG+nVhiJvzImIgsLrJK+68miGwspAkPfZ8jUshht+Jbjzn3idD9/l2lR9NzUUh2o4ym0HghcznrZTPkyL64LRtNxz+hW3XF5Yzm9Gq1dfS17xCOS/N3dW3qrkGE2fv6TNP1+q6oPAvFCGhvxR3vsagEP/PNUck70IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKJnA88tb54pK6L/8vuuNQqOvL2nzlKPLhkp4HCUp5jmW2sckcIp0qT53fTRJryI7jyrnjkNPNVaMTau4nNOo89Y/N0nhRRcFJI8hbZu20EH1N5fHL9371OD48f9IQ9DY9++5/8g6Wdgmk3+S86jnOmPf5avjmwTqS67468a2izqv5KNpzPG9aMM0Np93yb3OIvrHrvvWun4l/WDUAgQ9XpWEfu4t70yV0Jej/lzJ0zKHqzmBaMfCVDJueO7/5ryI/r67wcbpeB9iTFgxxnebhSoPocZ/zOrjYNTb7z2jdqcbHyaGg8Ywv/wSatCpebkiZJ92zg2rLct6vl48P+cG0+ul/7Tt+smaN0/jq6fPD7wuPgfXuVN0uvESc3XQudrpV4pkAV+R/sI1c/F41cc8JPQiPZJ9IQABCEAAAhCAAAQgAAEIQAACEIAABCAAgVoTGBx9+c42SegiTO696fEhOVEExZACunyxrB9XCY76l862r02y5ighVLKFt/HPVR7XZVNp/91XPeIssqe1lWTg1ttbl6HzvP7eP/ykdc33zcf/aV082iykSONuel9vB9/lJ4+pL2yY2/dYY9sreV7quUm0HyV2q31tH2UM02Pjc1/87uBNO++2FtEv/cRDQ2XYjLf6uKD2GSGh92s9iVO5Sghs7s2v2fZ5tst1875w5j69YyCwBhdiFnXmdX3NQpJcMel0De17IUm0LZ5Eagsbw5LBtq4xS70CEdh+ffQL59ywOIby+Toh/Rdfd0MhSTNQ67SmWK6D/c+5de4cp09fPsV8HXa+duUr11B5+wwSuv/4RULP2xvZDwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKg9gcHRye1FJfRf+78+5iQmhLoRJaLyzbd/d0hOFOExtIBukjclM3reczWJmjbncPUtTzRWik2r+MOPPuvE0cRO+oW0Ud72SO4nAnpaP1NyrYjRIrjq0rL6XD3uvfGxgWR0ln8i4krW8Lb9/ezn/3MgWd7VOSvxN8m0yHNZXKDKlkefiw30ekndk8eSftDUP/3c1Ovk+cnzEJnlL4ofXMdRHfM9ux8YvOzt+1Nl9OkL7xxIzKjtk48Sl+oc0h51CV3iU7b9vUOvTM2E/sOov732EzkVLJ3Alt6Bg2n9jPf93KyPZhZyCxN6h0BgDS/DNE1gZSGJnzjNGO+8LiTpTMc7XaUrtneL+yKSmj7m8rr+BH7xnOtnTztn39q4C+inzn/bDYdPe931U/VvuebVMGOeGPl/N/Y1z9V17wWSfZs52G0ODswr9y+dIKGbY7DI2ISEXvcRjPpBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACuQkMjk5OFpXQf/2KP6z0BpLIxbqImpQTRXgs8iWxzb4inCePKc9HZS3PKleXJaU8G8ny6WeONdWJTa23jXyfZKmLwsLONZN6srzkc2kDvZ3VazmuCLtKdpdjqs+Sj5+57cnBeZfca5RtRbL9/n//H6ksmvqBLCRQDHxL6Hqs+C4/2f76sb74lX9oapOkjollZJaXGNGPo/qHLMaQTOcSIxIP8k/k9DT5XPazFeVNMSntmyWhH436Ue4Jlh1bSyDq7Z9Njg08D3CDvjfvLSuvCNKB5Y7BuJffNIGVhST+Y1YfByXjvK9JoNONF8c9xgKfv9dFA77anXICECD7+bos6Kck9HNuePH9G71dewRovUYWqc8NvC4+/9a9I0RTc1GnG68GnrfG/trbie90vDNPv0FCLx6v+piHhJ6nJ7IPBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg0BgCRSX0s6/8g1ShUf/C1fdrkQ/TslLL+7ZyYtF66UKlvC5Spn5ONmKtyNpt+xOp3oWjSTK1YWdzjLQM6NJWuuQukq3ehiLL7r5yySif/9LMraeyP7/j0kNta8bBv//0+CkJXTjY8LbdRl8AItxt93XdTsYTJUvL4wN/vdrYtko7d4mX5DmGyiyfJaInjz/qucsio7Pee/e6c5Oyo9/5XKaE3piJnIqWSiCaXYjSYoj3Pd2sn9m/6KtREViDZ2M87KutyiqHhSSe4rSXXk7kcSFJpxuvOclW3eB9vlXy28bpeF9ZscdxqiMgmb5PO+eG1WHxWgnYPAqbXzjnhsUN269nEaqnrsp1cfo8mZeNp6YJWszGbfF25u1aXYusyeIA10ZHQvcfv0jorr2Q7SEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFGETixsnU1r4j+tcf+y+DcW94ZTPpMuzEjMqEufidlRfnMJnN4Wvku70vG8+Sx5bmIsS5lJLfVRVcpz0aml2zTbfu7+pYnrDmK1HrdbU8OtUWRjPSqXdLKln5mKl/PmC1tKNmdk7J51vM2ZrQXYVvFieLq49EkFvso11SGfqw2Suh63/W1iMPEU+Iq61csVH8xPcpiA5txMXlcvf2k3F9+3/WDj97zXwfLm3YN/TuyqZ/7p6sbdRFAZXMR2NybX0r2L54HuEk/u+AsS5gaEwkmrATTRIGVhST+43VoDNwx72VxQqe7Z5YYDhvDwtg0dvJeewictu3Gnaeds28NAd1atF8Vab89PaC6MxmaGzIWL7Gt3dxcXWu6HZlFoKHnbufynRf4IqHbxaTL2IWE7jaOsDUEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQMAInVl6xlFdCX/5/Xz54x/63WovCLl/OmrYViVDP1KsLipIZV+RG0/4h3pPj6XUwicm2x9blehGrR+0rmbjb+HfmBXeNPHfFRpdnpU3kPfV5kUeTKCvtlNbP9Czon7ntyZEZ0JNS+geueKh1zbn6zLFTcVIkPvR2lMUmevyFWoAi7Z081jhI6CEzy6u2lPHLtIAkyTr5XH71IU8fMknoWz9wzeC6g28eEtBFSl+Z6B9s2HROdUskIFl+VR/m0f8NemEq2aqLNikCq7Og4pzhWbJdFm2nKvbfPLN/kdgNE7uKq8j+RdtWFjkgoQeN47WibcT+9SZw2jk37EM+t5bPBy+x2rf2i+dcX/g6pN69I3zt1HzAo7/5Nnyr+TmCZN7ml0yCzt/Br9mR0P3FrRoDkdD9jC+UAgEIQAACEIAABCAAAQhAAAIQgAAEIAABCNSUwPPLW/cVkdB/79ArvYi+6ktZ06ONfC4So2xn2j/ke7pwLMJy3uOZhFobkfqOQ0+1TlqWc7LlKEKq3g7SH9IkcdtyZTsRZJMCrDyXY6WVbRJdz7vkXuss6CKjb33XgcFzx463rk3vuf/ISZa+41RvH9/lJ/tL8lhtlNBN/T15/iGfS7vJoh7TQqOrbv7bk78wkUc+V3U2ja/b916eKqEvR/1+TadtqlUDAtHMwqTqWzz6v0EvTLf0DhReCNLpxgcRWIMKMI0VWFlIEiZuk+NhNDO/s+hw3enGq8Rw0Bh2zoxatE3ZvzwCp51zw8GXpOo8Ijb7SBb58lqsfUdKzgk89zPvNqmXTJy9p88cHnQOdxXRV2VxgG0fQkL3E7PJsQ8J3bb3sR0EIAABCEAAAhCAAAQgAAEIQAACEIAABCDQSALPL2+dq6OELpLvOy+7f2SGXBGCbUTt5Be/vp6f+/7FIUFZJM685UuG36TkKs9HSZdnnH9762RlOaG3feAvrDmauEnb5G2H5H6mDM1ZkrOekf1zX/yuk4CuMqJ/7vbvtK5dn/z7HzdeQk8K0m2U0KVvu45ByXjx9Vz/RQhfY7x+bm/8VD9VQv9h1G9kdt9GXog0tNKbe/Orvvo85Rhv8hcWnBFYg4svhRcKVBX+LCQxxpyXa2c1nhVdSHL69OVTyGuBY3g6RrCtahAKedzt10enbbvhMAK6N4l+X8jmanPZaj7g0d+c27T+0unGS8zlgefyrn35E914zrYPIaH7i1s1BiKh2/Y+toMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaSWBwdHJ7UQn9l993vTdpQSRuk1Ssy4PyWrZLy0itvuQN+agLyvI67/HkPPRs3nJ+o8q7+pYnWicrf+cHPxl53oqLSPp63xBRWH1e5FEXyuU4kqk5q0zJhJ+sz+4rl3JJ6FPv/lLr2vX48f84yUYWl2QxdP1Mj0Pf5Sfrk2zfNkroMg4l+688z1p0kWTj83lS9pc6hJLQ3/H53xzcfNvbBsubdg39Oxr1rbOENXLyp9KFCWzpHdjns99T1vCN/mjHwlTehkJgtRdScstBDRdYWUgyHHOex6FCC0nIoBo+hqNt8WTeMZb9akoAAX0QSL5v7KKrKnuq5znF63cITa1ble2Z59hcj4efy12v46VNbNoSCd3/dTISuk3PYxsIQAACEIAABCAAAQhAAAIQgAAEIAABCECgsQQGRyen8krost/vHXrlYOsHril0Q0iJ57qErcuQ6rXI2aMyhIe+qWTKgl5EfpV91fmpRxv58+lnjrVOVraR71X7JqVgF25q/7RH06IA6Z+jFj3o8ux7dj+QS0KXjOj3/dVy69r24Uef9SYUq7bTmfsSllX5ycfkwoQ2SuhyriqO1GORX3dIsnN5LmOAOr48+lpYkixTnv/mf3vd4N69Fw0J6Mub+quNndSpeGkEot7+WZd+zbbuN/JFfsjboJLpz1XKYHs3USaammv0Yh0WkrjHpOs4VkS2IXuqWzzmGL8O5x1f2a+mBBDQQwnoqlxEdMeu7zpnsP3oedmxCWqxOdfkwefzgeM1wJJNx0BCHx2PrmNWketimzZjGwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAClRMoKqH/+hV/6CSh/+q77xyIdG0SiHVJUL0WAbgO8rn6klnPvmwjKKt9TY96eTZZ1YVH2/6eO3bcui+JpK/6h3qUPmXi6/qeaZGBvDeqHF2ILiKhv+PSQ21r3sG//OvPGy2hJxeLtFVC18eikFJ/WjwlZX+J7RASupynLKIySehHNvWtbsxWPnlTgcoJbO7Nr6X1Y973cON+x3xuSbLTjQ87ChmuAse4b5+7bSoP3BcrICIIceohTnvpZYjon6e9ZYED8RtWWhMpME/bsE99CZy27YbDgbKAKwl77B9/8XU3EDcOIcAcmz4/5mXjgL82m744p68yr4ed1134yq/NjOogSOj+4xcJfVSv43MIQAACEIAABCAAAQhAAAIQgAAEIAABCECg8QROrLz8cF4RXSS+1///7L1/kB1VvejLHwxlFZmhg96SA2aYWKX1vBTFeG/NMBMe3uGoZCYoDNynkpSE0YP3IHJxcvTiTvDHIBFMCcxMMAkkGRLIgVx8x0xUUCzQGkE9gIg56FErkpnh8R73/Ci8Qzj4hHdJv/oOrKH32qt3/1rdu398pmqqe/fuvXqtz/rVe+/P+u4tn/SVcyVytMjCIhWKIBw22rmSikUUFPEzKAJ13C9x4rzOJCgnETVNMrWUOShvElW6bH/SPrzlFjbCQviqf4nMLJHwdeFb2oytCPm6iCuPvfny29cjOF93889iR0KXaOj/zz+9XLYqdscmHg/F0o+xflxvB0n6op62/tjbV8sqoWfJU+erHntlf+nXYfufer3fVs0rsv3qzh/7SuhHnFEEk8Lf2WRTgOWDuw/6tTeO2/ni3hnc0xW1NhFY05dcwsgrUeutFeezkMROP/Ud72IuJGnvqY1Ekak4N3qfP7FnU3cr+hzXTIdAW//kXgT0yWwk+b6tI+nUYvlS9Z0bmixe4jXN5+WitpJlfbUB5uroc3WKzBaCftEICb15X4wzViGhF3UEI98QgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAaALHZjsPxpXQr/9hp3v+9gsXpVIRNEXQFglUhHNd5PUKgM32VdRziZge54PdNF8jMrxerqRR0HVxOUx6ImKX8e/MtfsXRXJhIhyatRP9OXmNjbqXdqenHWZRgFxb2r73tTvufjqRhH7Pgd+Xrpp//st/slJPqq6zlKarKKHb+nUBVV9htl7Oqj+FeV3QOTd884ml/vlfb51elNAfv/Qa98hJn637f8YZHQ49gXJipQk4g1MjQe2O55N9gS+MozYyBNb0JZeyCKwsJEnWP8OMb3EWkrT31vamKF5V/VcMpPzzUcdVzs8vgbb+yQkE9IwE9P7Xr3NC/zjvFUJ0iTBzBOdEm4dDYM/tKczt6d+fR7x3OtissSChR+ubYcYyJPRmLY7nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgVIQeO1I51hcCf2WH7/DXXvfWUtinxIGo25F7BaJWOTqMB/etuocXTKWciaJvCxSu84qjEx9z/Th0snJ3//Rs+7ltYcaeOh8/B7bioKu13GYRQGqPZoE9tWfOhBLRH/7h3a7u/f/o/vqq/+rdHV96sV3WevnepsRKV3VRxpb1f7KGgk9a56mOkpLQvcuWPjcndt8JfQ5ZzRy5OVS3AxQiMgERK40tWGOWfzSfnB3U0HCVGntvbWDESUMpNTeSGJMaQRWFpJY7Ks+kW2doalRUz9tdqy9t7ZAH47UJ6OOYXub8ee54hBo69s6goCerYD+Ou+JhbZV4/yaQEBX4X7Y/hwbgDzXT7/xS0XM79HuuaPO75HOlwj1fo0GCd1+/0VC92ttHIcABCAAAQhAAAIQgAAEIAABCEAAAhCAAARKQ8CdWzGcREJfP73SvfXOJyPLwyIEivCbx4jnpi/MRHJWAtCqAJcAACAASURBVKraijwvIrnp/DDHJMK2Skttg3iIwPvi0VdLJybf/e3fN7BQTMJskywG8NaVLsCGWRTgfb0eKV+ioYtQ/tbB2yP9f+ILDy7y+MPsQunq+sbtT8buM17Wsq8vGkBCD24uOkPv46x5eq+t9k1jrfRL9XzcrVdC//jtn1+U0J+6YLQuCvqRk0ZLI1eW5iYl5wVZvmbqUNw2yevCfbkftQkgsKYqr7rLemoTUeskr+c7w3sc+mG4fhibU8SFJBJlHwE93T7c3ruRKM55HZQi5EskaAT0Vgjob1yzb/LQcQPjToQqq9ypsecNn0VNpDflFr0R8WtFac/vkdOfl8UBpnaFhG7//hgJ3dTSOAYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQiUioA719UVV0L/weOnLYp8N+5pHsFaokkr6dyGTNiKL6C8AqOSopNGbr/hm0/UidciMAeVrbblp8GWacHOWDj6Sh0HxVe2InFfd/PPFv9v2Pq473lyrkRxDuIX5nkRcaW+RUCPushAl3glX5LvKCK6RE9XDL51/zMFq83g7D773FEr9SR1qfOWegtTx3HPUYsMyhoJXecpY3dcVklep9q/2tqYN7xj+KVTly7OXUdO+mydhD7bMRo56nKpbggoTGQCfEFv/wt6fexwhnaHFiYloh8Ca2QBJVLUxLIJrCwkyaAPD+8xCk6mAVcWOdCH0+3DfsKZqT44llMCA+NOW//kPBJ6CyX0/kn3+P5J3jc06SL6/RyPk8+3TXAX5qn23toM83y683wUvn6LS3mPm7y/6mMeEnphhikyCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCCQhcGy2cyGOiK4k9M/eMbUkzYpYveFrjy7KoSJpS1Rb/cPXoj02RSxPKrtKxHMlWKqtXCeIjQi8Zfv7+6f+qYHFhs0zbs+6exuih4vMLZL2LTufaniNcEy6MCCIf5jnlais6lW2IqKvHN7TUB49QvqlGx5oKNfz//xy2ap8UfAPwzLoHF2aTtovg66nROaySuj6LwFI2w1iksbz3r4j+zYldBHr1953llFCP+KMjiaZS3lt9Qg4a/Z0p9EHSPPNL/5PHrozdORtBNb0pZay9XJnaGqU/vZmf0uDRZSFJO29tUNR5CnOjdznkWZLMIiJ/IyA3loB/U3+W3nv4NOn0phPqp6mD+pCHXb6al3M3ZHn7ogLRqOlL79CozciJHT798ZI6Hor4zEEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQSgLHZk+fiSOhP/GrFYsi33lbNpRCNjd9qWWSxUViTCrXS5RtXbQMirq97vMPlk5GfvXV/+X+7YHDSywk8vl/GrkvUNYWGf3KLz+89DrFUuomiKOpnm0eM7UZlT/Jsy7Xi5zeTKy/fd9vSlfvjzz2vBW5GQk9etNo1tbzIqHrvxIh9dws32GeUwsIvrLtkcV566v3nFMXBV2iov/BGR0o5SRPoVIlsHxoaj5MG+Sc2F/mz4etwPbe2jxiSzTxJCKv0gmsLCSJ3S9Dz8snD925N0wfRkxLte8uCmwdZ29EmA3TGHN8zgn948NvCtB5EbGrnI+Jhbf0jXfluMm0LGvc99qfX1tWmZYv3NFbG4t4/5mqhE1eaof0KkZCt99/kdD1VsZjCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoJQEXjvSORFHQj/y29cl9PO3XxhaRCjSl1EiM+sypMjEYSKWNyunpCuytBKTZStSerPXyHMi7pbt7w+zC3UczvjI3YECujd6uElEtyGsBtVF0PPn//XBunJ56zrKvrQ/aS9ljIB/5tr9gW0+iHPWEvrltYcW67VKkdBlUUVQPdh+Xgnjqq/Y6NMqzf966/SihH7z3vc3SOilnOApVOoERLC03QdIr/6LfxGFgyoSgTV9gbW9pzYSVA9FfJ6FJPX9LYXxJ9RCEmlfiGDp9mMZJ4vYR8nzGwQGxp22/okFJPTcSe8ztNFGAinMJZm/J81bGRopF/cIC0fTne+j3k/pi9SQ0O3fGyOhF3e8IucQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBABALu3IqROBL6C4dfl9DX3ndWKb8Q2vC1RxtEYhEZk34ZZRKUJQJxs3RF2C3j37fuf2aJ8fDV34kkoIuMLhHRb9n51FIaIq2K4N+MZVbPST3riw2UVBtmK+1PRXWvbflp6ar/nunDievpiut+VFf3Iu2nWb9Kei+rhC7s9LYZNDalwVsJ4yovNiX0z9w+uSih//eb19ZJ6M+cNIpAEuG+gVPfJOAM7R5Oox+Q5ptf/jtDU4HRe0WeiCpccH40AaasAisLSd7sa2mNO2EWkrT31g7SJ6P1yYi8Qi0GeHN2Yy9vBI7vnzyIgJ47Ad19vU62Bt6n5K09pZ2ftOaTKqebdp1lmf6yvtpAxDmMaOi9qd4jLHjv85HQ7d8bI6FnOcJwLQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKBlBNy5rq44Erq8Zv30ysV/56M7UpU/s/6ySUU8VhKkbEUoVlJwkvzoguXNO58KZCfCbtn+nv/nl5eEVxHJvRHOo+yv/tSBpXRUfbVCnDW1ic5L7nb1+lZ59NtKO9Oj7Z968V3ui0dfLVUTkPJIuUzcmh2TujUtEPHylOdlEUCzdOI8h4Ru/8s4Uz3ofSbML0WY0vEeU2l+YurqxTnrwA2X10noR5zRsZZNwly40ASc4T2Ot62xn8I4sWaq4Wfi9UaDwJqqmCLiT2Ad6HVSlMcsJEmhzw7VpykyU1B7QEZLtw8v66lNBNUBz+eXwPF94wNlEND71+139f93XXzXGyJ3XgXzMPmaWDhuYNzJbwvKPmfcD9fPgzZ4ZF+L6V6xvbe2l7k/3bk/It+DqsaR0O33XyR01brYQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAqUncGy2cyGOiH7t909fFPo6r9piXfi08UVNnDRMkcpFcLUhNouU7JVlZT8oym8ZBWSxqR9+9LklFnGioHtF9R13P72UVhimeruQxQU26ldPVz2WtEWkbRYZXaJ4i3zut9ChjAsRJMK7YhS0fc/H7o0s9MsCj3M/8e3Q1wjKAxK6/S/jTMwVZzVWikBuOi/KMSWhf3j3BxfnrB999tN1EvofnNGB0k/0FDA1AssHdx+M0h45N/pYIrK/XwU63WNORMmCaIoRoymWXWClT0bvk5GYBSwkae/dOEwfTldEk6izfmMox/NPoK1/cr5IEvrbBne5l17zgPv1bb9wH5p5NtRC6j8uvLJ47sabHnUHrzhQRDF9b/5bUnY5jDRHaAuXeK15Ts6u9rK50hv37wvM/+nO/9H4bhyW2kdCN/fBJGMTEno24wpXgQAEIAABCEAAAhCAAAQgAAEIQAACEIAABHJA4Njs6TNxJPRbfvyORaHvvV/8XGJJMMkHurZe6yeg65Gp415PlytFshQxvVl6IuqW7e/fXn61ThrvWXdv7EjoIqNv2DxTl55Ewm7G1PucCOJKDpdtUH14Xxtn39QG/MRzb/pnrt1ftmbgPvvc0VD15NcvlaQctJVfNvCyjLsvbUWu9cCP5gtbF0FlV31BMZX2GvQa28/rfcSGhC6LQGShh/r1jscvvaZOQs/BNEwWCkzAGZoatd0PSK/+y39ncGrEr4kgsKYvr5zYs6nbj38ZjrOQpL6/pTH+OIN7uvzaCtFQU+/DC37sOZ5/AiesmhwrgoDeMbDNvXLTw+4vfvUv1t4nfes7hxdl9iKUfzGPq8ZLPVdG6S1pzCNVTzMK/6Kc295TG4kmSac+X1Z9oeq8LA5AQrd/X4yEXpRRiXxCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACiQm8dqRzLI6Evu+npyxKfedvvzBzUdH2l1B+oqvIi7auJZGZldwp2zCytIi6Zft76tf/Wsfh7R/anUhCv3TDA3XpRZFWpQ68dZK2dJtEsH3ksefL1hTcdZ9/sGn/8uuX3joLs2+jH1dBQlcRwxXTtPuDaWxN0kdM6ckxSfO/ffN7SxL67//96JKE/sxJozOJJ1ESqDQBkSv92h7H7XyJf/LQnb4RRhFYUxdySi+wspDETj9tNt41X0hSm0dCS7Uf+46flZ68i1D4gXGnrX9iIc8StkQ937nv6VTfo0qUdImQLqJ7nlm09U/ynuKNftVsPuC5eHNuEYasOHls763NcA+Q6j1AJLFefv0ICT1eH202tiGhxxkdeA0EIAABCEAAAhCAAAQgAAEIQAACEIAABCBQSALuXNdAHAn9B4+ftij1rb3vrKYiabMPY/PwnJ/oGkVmDirHuZ/4dp3sLJKnXLfZ60TQLePf3x44XMdi5fCelkjoEoFcybZqayvqvV+96pJvmIUIKq0ytofvPTzv2wdMfUbqacfdT7uf+MKD7hkfubuu3chjWZAgz6v69G6TCtVI6Pa/jFNt27vVJXSJYO59Ps6+pPlfvrljSUI/ctJnlyT0I87oWCEnbjKdKwLLh6bm47RNXhN6XPEVodt7awvIK6nKK6UXWFlIErofxp+PB3cfNA3aEmWf/ptq/3Ul0qyJPcfyTyDPUdCzkM/1z0GKIKMf3zc+kP+WlX4Oub+1P6+mX2utuYLTV+viXj7l+4DeaOkvP3/H7fRhu30YCb014wtXhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABFpEII6E/ptfv2NJ6nM+uiO+mDBk9wPeKB+Y+wnoIj6KpBwlrWbnSiRmrxC77a6nA9MuY+Tre6brBXRh0rPu3jqZ+K2Dt0d6fN3NP6tjGzbqtanuOy+5O7BemtVz0HN6NPyoYnQZI+OfuXZ/A3Ppe9JHvH1G9qWugxYtSGT9K7/8cMNr5fXv+di9DdcKqjP1PBJ6NuO0afGBqoO4W+ln63b+9eJ8dfPe978poJ/0WfcPziiySIvuO8p02ZOH7pyI2z55XbixxfTlPQJrNKkknuy7cbhMfdWvLMvXTB2iL4brizE5GReSdJy9cTReu8yi7ZfjGk73mOPX7jmeYwI5joIuUclb+Scy+uAVB/IaFZ1o6Mcdd1zMeSL2+/QqXC/Ho1XirHX01sa4F8jPPcfyv7z191XoU1mW0fQ+NnHHIQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAnklcGx2xaGoIvqR365YktDfPfrVwn1ppIvhSni1LaCbhNogUVrE3DL+iWCqy8US1TqqeO49X498HVbslijkqs5layPicrMvMkyR10VsbvYa/bkbtz9ZumZhWpAhdeitG9kXsdxb70H70q70NJL8ukEVJfSgcUpvnzYeK87eukuarrSnS/atWpyvtu28wCOhX2OU4vI6T5Ov/BKQL5aTtlNe31yAFdFfbwFIK+kLK1URWFlI0rz/2RifnKHdDQsa2ntrhxDPUu3Hh/Rxk8fFIJDHKOjvuvgu9xe/+pfcvBf91ncOux0D2/Ino68a7y5GK0svlzbmDNKon5fTq618pMz9QKr3Am6Uey3nvFv4hS/LgXKQ0PMxzpALCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAICMCrx3pnIgqocv566dXLv6fvfkzkWTaVn6pJDKwyKheyVHt2xbQpZymiNtBEZlFzC3b3z/87oXFNqLL3yKRS/TqIKnY9PzqTx1oqMcgtlInJiH8wqvvT7UNm+TaqJHXT734rrI1C/fFo6+6Ui41JpgWbdyy86lYbWTD5plY7UPlxbuVupJx4oEfzRe2DrzlMe1fXnuojlcSad+Ufphjpn4S5nXNzvnw3/zd0lx14IbLlyT02Y7RgxlNsVymAgSWD00tNGuHPFcv08TgMa83I4SV1IWVykR0ZSFJ4v65dB/n17f1hSSywCGKFMW50fu7RJrXx00eF4NAW//kfFv/ZG4E60uvecCVCOR5+5ude9EVOT5PrNr6J/cWo5Wll0u/eYDj8efa9GorHykv66sNMM9Hn+fTYIaEHr+f+o1xSOj5GGfIBQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJARAXduxXAcCf3a75++KPd9ePcHA+UDvw9kszwugqMeiVsJ6CJHiwBrOz+68H7zzqeaXkOEXBFzy/anoipLNHTFXG3jREMXcV2Pgh7EVtWtaWFAVCFcpRV2q0f3NkUAD5PWPdOHy9Y0XNU2pPymuulZd2+sRQorh/c0tDURrcNwNp1Tdgldb6NlkdA/uGnHkoT+yBVXL0nozzijIxlNsVymAgROHrpzr2nc4Ji9L/KdwT1dqik5fbWuNMQL0nxTgKmawMpCEnt91Wfcq1tI0t5TG6G/vdnf0mBxYs+mykdkVnNGkbZtfVtH8iRVb7zp0Vy/9xQ5fvCKA7kS0Y8bGHeK1OZs59VnDoj9Hpz0plzbdZTH9Jb11CbSmAtJM9q9BhK6/fthJPQ8jjjkCQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEiNgDvX5cSR0G/58TuW5L48fzkkcrke5VcJ0LL1SrA2y6GiJ3uvFRRxW/JStj+R6r1cRRb3MpF9iWpuinZuOiYC+g1bH29II4ityoO+MEAi4Kvn0trqEeDjCr4i8Zft79nnji7x1/upREE3tYGwx/Ro6HG5S7uQdlrmSOhlldDX3Pzfluappy4YXZLQ55zRJaE1tcmVhCtDwBmcGklr/iDd12UAZ2hqKaovAms0oSSOgCOif2U68HHHHcdCEvvSjT52OWv2LEnR7b21vXHaJa8J3ffrpP8q9eWil7Wtf3ImLxL6zn3F+XU2idaeF25t/VuX7leK3h7j5F8f+3mcfH6NUw9Fe80bv5CywDwfep5302CFhJ68v+pjHhJ60UYj8gsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQgkJnBsdsWhqCL6Dx4/bUnuO+WK8SWRVP/QtZWPJfq5SXpWErREXk4rf7rUKdcMirgtQm7Z/m7c/mQdY1M0dGFz6YYHAoVjiW5tEtDDRkGPszDARvvQ26C0jbjp/vzJ/1G2JuJecNV3F3noCwTiRMn3CuqyuEH1dbWNy11ej4Ru/0s5b33IeK3qSW29z8fZv/jO1Uvz1JGTPvuGhD56KPGkSQIQ8BBwhvc4cdonr4kwpgzuPqiQt/fWDqYhXpDmkvhSOYGVhSQR+uJQvHPrFpL01hDNepf6Wxoi2V41XrItDoG39I135UWkLpKArt4Y50hEr9wc6u1l3NvGmyObcfPyLfN+e+/GYe7FU703CLzfQEK333+R0Ms8alE2CEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwEjgtSOdE1El9Cd+tWJJ7nvvFz8XW6pt9oVL3Ock+rlEFVcio74VKfg9H7s31Tzr4nFQFGYRccv4d+ba/Q2c/epGIl+LOCyyuVcm7ll3r3vllx/2rc+wdSnR0vW2ELQwIG4bVK8zie8i26rno26/PP5Y6ZrJPdOHF3noEnqYhQnedqLvS7vR6zsqb3W+pIOEbv9LOcVXtrYldOeiXUtz1FfvOWcpCvqRjtEJ40TIQQgkILB8zdQhb3tm3/54IbK/VFE7AmugRJJE4lnWU6vcGMlCEvv91TAGzkj/XdZXG0jSPnltGEFt43CC6YyXtoiARNDOg4R+5aaHC/le848Lr7jvuviufEREXzW+9MsPLWpOLbusYeyP/bkHab0+N7esMltw4fbe2gzzfJh5Pp1zkNDt3w8jobdgIOGSEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGsJuHNdA1El9Od/17kk+J2//cJcfLkk8rlEmd5219MN8qmSUTd87VFXzkvzSy2RotX11DYo6vr3Hp4v5Be+zTKt5GKdtfC/4ZtPNDBSrKJsg7h6r61fUx57n09jX/KnlydJ+5P2/W8vv9oMeyGfk8UKSOjpVV1Q29Z/uSFo0UxQenGeNy3YCLvAxHQ9+YWO9dMrF/+37bxgSUKfc0YrK4a09k6j3FeXKL+mdsgxe1/mO0O7h4mSmI50Ui/8VFNgXT40NUN/tddfTSxF9pdFDvXtLYs2Xa1rlHu2LW/p2vomD7VaQh+84kB6b0YySFlE9I6BbXkQ0Su3mEv1TNPYz7Fkc6tiW4Wt01frYrFp6+5ZkNCT9VXTWIeEXoWRizJCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACDQSiSuhyvhL8ZGv6wDWrY2HkcxHTz/3EtzPJpx7pW67dTDwWAbeMfxLd3a8NCA+dky5rN3ssTKMI6CbBVSKj++XP1nG9jEnFd1lE8dSv/7V0zeXG7U9al9Alqr7ehuLWq6RTpUjo8ksOcVkleZ1eX0l+NeDszZ9ZmqMO3HD5GxL6NQsNkx8HIGCBgLNmT3eSts9rg7/0P3nozr0IrKmLKZUdI1lIEtwHk45TzuDUSHtv7RASeqr9+KCFKY0kMibwlr7xrlYL6G8b3OWKxF30v4dmns2DhD6fcRPKzeWSzhO8vnEuzk3lZpSRjt7aGPcJqd4n+P6iEhJ6Y/9LOiYhoWc0cHAZCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8Ejs12Howqol//wzdFdIk6m/QD2qivF7E4KPK5SI0iAjeTwKNeN+h8PRK7XL/Za+T8sv09+9zRpmVWPEQEn/rvv22QhXUZ1ftYojRL3as0wmwXr3Nf/XWiphHmOvo5IvN683557aFI+Tal97cHDpetubgvHn21YVHCDVsfd986eHvs/yu//HAd+yQLAKQOyyyhywIdbzuVfb3tZfFYz0MSCf3Duz+4JKE/fuk1ixL6bMfo3nzNvOSmTASWD03NZ9FPKnyNhfbe2jxiSqpiSmUFVhaS2Bdv9LHKWb377+i/qfZft+PsjaNlmlerUpa2/q2jrZbQRd4uy9/Gmx5tvYi+arySv7ykj/s8Tj63VmUc9JaTBWvp3iv43YshoSfvr/qYh4Tu7dnsQwACEIAABCAAAQhAAAIQgAAEIAABCEAAApUh4M51jkaV0Pf99JQlye+9X/xcZtKiiIl6hGldXpTHIp0mkRj1D5DDPJbo3HpemuXh1IvvWhRwy/KlrypHkHivWJrkV52fPBZRX9JsxlKladrqMngSIdmUvumYKfp6kmj8spBCsfnD7IJCXZrtN+6oF/alrD3r7o0lob/9Q7vdHXc/vcRL0grbJk11Ka8vs4Qu/Uq1LbU1cUj7mLq22sbt785Fu5bmJvmljt//+9FFCf0ZZ3S4MpM6Bc2cgETqTruPVD39jlVf8Y3e5ydUcDyCyNJTG8m84+TogiwksS/f1I1Zg7v/X/pjhP7YG/1cp6/WlaMuRVZCEmjrn5xppYR+6TUPlOb9pCqIRHZvJVNZWBCy+kt1Wt2YP5TynFKR9EvVQEIWZllfbYD7hej3AEmZIaHbH7OQ0EN2ek6DAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEykXAnevqiiqh/+SXpy2JfhJ1Ns0vnd7zsXtdiSKty8RKVvRu5RyRwdPMj1/aG772aJ3MKXnxO1eOixhbtj+Jai1yfbNyq+ek/N6623H3bxZFc5FP1b/UvTo/zlZe772G7Etk9DhpRXmNaUFCkoj8XmF/+odHytZs3L//5T811NN1N/8sloT+iS882JBWkgUA0maQ0O1/Kaf3J72fxpXQO6/asjQ3feFb/2FRQD9y0jUL5Zq1KU3eCDhDu4f1Ns1ju+OGM/ANJPQYYmpYKaXqAuvJQ3dO0Gft9lmdZ8c519OH0+vDh/I2L5KfcARaKUt3DGxz/7jwSuneV0pk91ZylYUF4Wq/XGfpYz6Pk8+p5Woh4UuzrKc2Efb+lfPsCOtI6Mn7qz7mIaGH7/OcCQEIQAACEIAABCAAAQhAAAIQgAAEIAABCJSMwLHZzvkoIvqR365YEv0k2qxEn9U/dE3yWATEsOK5yIutlM+lnKbI15L/Zgyefe5o6b70lajlzcqsnvNG9lbyaZJo1SpdfSt1oNJXW6kr/Tzbj3XBPmn0db0c/9f//W+lazubt/2ioa4u3fBAJBF99acONKQRtBgkqO6l3SCh2/9STueu+qfaxpXQz978maW5advOCxYl9NmO0b0lm7IpTg4J6G2ax3bHDef8HX9CNLEjmhg4Vl5gZSGJ3f5qGv+c825BQk9JQhdhL4fTIlkKIHB83/hAK2XpjTc9Wrr3k6pA/ev2t1RED6j6Uj5tGvc5lmxuLWVDCVEop3vMae+tzRvuV7mPSOk+Agk9WV81jXVI6CE6O6dAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC5STw2pHOiSgSupwr8rn6f/foVxOJvSIcfuxvfuDq0cSVkOi33XTzz1sW+dz7QbMuCUt+m8nOF1z1XfUdaam2Z67dH6odmCKFJ4167q0PtS8CsrftSPtSz6W5FRnfe92gBQlBeRGJ3ZveXX/3u1K1GynM/3n/M3VlVOWVyOZvHbw98H/46u8YX58kCrrUi+QDCd3+l3J6m1f1rbZxJfRL9q1ampcO3HD5ooT+jDM6XM6Zm1LlicDywd0H9XbNY7tjR3v/l5BPUpBPOnprY3nqS63KC/3Vbn/VeTqrd7yEUJbOQpITezZ1t6rfcN34BE5YNTnWKgm9rFHQ1RvklkdDXzVeuT6pj/k8Tj6nxh9div/K9t6Nw9wzpHPPYOKKhJ68v+pjHhJ68cchSgABCEAAAhCAAAQgAAEIQAACEIAABCAAAQjEJODOdQ1EldCv/+GbIvo5Wz4ZSu6VCNgiF1549f2uRIvW5VolIDbbiuArr01DWtY/OA7zWMqkS8dBsvP3Hp5X35GWZitlCsNLztHrPWmkcNN1RT7W25HI76ZzbR6TdqlfN65QK/kyRY2Xcrx49NXStB1VkLWfe7CBnbC8ZedTrkQ5N8no/2nkPve6m39mfJ2N6PpyfSR0+1/K6X3ORp9xPrpjSUCXBVKPX3qNe+SkcBwQwwAAIABJREFUaxZiTou8DAKRCDhDU6N6u+ax3bHjpPfdhISegoSOwPp6V2chid3+ahr/WEiSilDGfU6k2To/Jx/fP3mwVRJ6maOgq/eV77r4rhZGQ986mp+Wlk1OTGM+x5LNq9nUXH6v0t5bO2gSpjlm/14CCT1ZXzWNdUjo+R1byBkEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQAYFjs50LUUT0b//9XywJfxJ9VkRb9S+SuUQ2lwjQEq1c/nXJMOpjEbuzkIhNHyA3Oybl1MvSTDqWaOFl/Fv3+QdDCd4mSVvaSzPGcZ4TAVmvFxG646QV5TV6VHxZoBDl9fq5JpleouzfuP3J0jUjKZOp3rz1KMK5+t9xd33Eee95srAhaX0LZ0kTCd3+l3J6O/fWnew3G0P116rHZ1x73dKcJBL67//9qDvbMbo3g+mTS0DgOGdwT5dqi2zTGTOcD9z2MuKJdfFknu77OgFncGqEvptO31VcnYEtLCSxv5CE+5yCDmJt/ZPzrZLQZ+deLN37SL1AO/c93UIJfbJy/VKN82ztzaMFHdqsZdvpq3W199YWuPe3fu/fcC+GhG6v36oxEAnd2lBAQhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEARCbw227k3ioT+xK9W1Al/m775UIP0q4uFUR6riOcinieVSdUHwba3SlL1lkuE+2bXkXKV7e/Z5442LbOXhy5pCzvb9Svp6dHpbUTF9pbDb1+P8h4UFd8vHXVc53XzzqcWWZdxMYNqR0Eiure/mfalD9poUyJCS/pI6Pa/lFPtW231eowjoZ83sXZpTvrqPee4R076rPuMMzpcxPmYPBeTwPI1U4dUm2abzriBiGJdRKmcKOc3urCQJJ0+6x0LWUhivf+67T21Eb82zfF8E2iVgC4Rwqvw98eFV1opoc/ku/XZz513rGffznxqv5aKl2LH2RtHufdP4d5BWxCHhG6nz3rHPiT04o035BgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCwSMCdWzEcRUJ/4XC9hP5X225OJKGLNCzyqEQWl2jZ3g9w87ovgnFUefLFo6+W7nvf2pafhq4vkai9zJJK2qa2IQsXvNeQfYkobjrX5jHTooSk0ft1qd0r098zfbh0bUlF1Bdu+kICvU5Nj2X8sFWnSOj2v4wz1Y2p30SdA5yLdi0J6BIFfc9tl7hHTholwq/FewSSCiZw8tCdE6Y2zjF7Y0nHuZsbovchpySRUzayUMfTtVlIYq+v+o177X2b6MOa/JVkDHO6xxxPE2a3IASO7xsfaJWE/vVtvyjd+0e/Ag1ecaBlInpBmqK1bPqN+RyPP69aq5yCJ9TeWzuUZJ7ktcHvE5DQ4/dTvzEOCb3gAw/ZhwAEIAABCEAAAhCAAAQgAAEIQAACEIAABJITODbbuRBFRL/2+6cviX+X7buwQfw1SaJyTAnnEuVZZNOowqHfB71ZHhepWS9fkFAtAnHZ/kSqP/Xiu0KJvyZmacjhspjBWzfS3rJoGxdefX/ddSUPSSJym+Rcr9R+wVXfLVtzch957PmluhJ2IpXrCxe8dSv7Ur/St4SXzXpGQrf/ZZypfhRnb72azmt2rPOqLUtzkUjoP/rsp90jHaMTyWdFUoBAeALOmj3dzdopzyUfU5zzbkFgRWAN3ykjnnnymqkx+mnyftqMIQtJgmWwCMJc5aItR+zSuT39hP7x4VZJ6LNzL5bu/aNfgXbue7p1EvrAeKUWiDQb93ku3rya2wEs44yd2LOpO8K8yPuEGO8TkNDj9dFmYxsSesYDBZeDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE8kfgtdnOvVEk9B0zp9aJf1umXpd/RRoVEVj+RTQXkVTkWZENk0i5zT7kzfI5kV31KM3yOEiC/YffveD3HWlhj0s07rDsRRT2iqZpyOEmcVvaYNg8JjlPj1ouj5OkJ33Gy0v29TZWxjZ15tr9DdxWX/mdBhYi/cuYkoRxs9cqOfqBH80Xtn82K588p8robWdBr7H9vI08nLPlk3Vz0a/PHXXnnNHu/M2y5KjsBJYPTS3Y7iOk5xEDVt/xMiKKNYn1YNn7Y9TysZDE09eG0tl33j/5Cn3YTh/uOHvjaNQ2zvn5IHDCqsmxVkjobxvcVdj3NHEyLsJ9KzjLNSXafT5aWza54F7V/pyZTc0V4yrLemoT3DvYuXcwcURCt99/kdCLMbaQSwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBFAu7ciuEoEvpPfnlanfh3xrXXpSaE5umLLV02FoFTRPtmeSxj1Gr5MjhsJHNZfKCL+yKlN2MW5zkRzr1CrexnEWnfJL+LJB2nDOo1urQvizvUc2or55Ttz7SwQfqXXq+KQVpbJUcjodv/Us5bZ4qzt369z4fZX3vfWUtz0Re+9R/cIyeNHkpxqiRpCPgSOHnozr1h2iznxB9XOlZ9hSiHMaIc6tIJAqu5G7OQJH7fDDWurb7jJb0t8jieWCbRYc2tmKN5J9AqCX3wigNle9sYWJ6OgW0tEdGR0FOeS1JaKBVqHsvo2nkfx7LMn9M95rT31ua5X4h3vxDEDQnd/niFhJ7lCMG1IAABCEAAAhCAAAQgAAEIQAACEIAABCAAgdwSODbbuRBWRH/+d51L4t/66ZXu+dsvbJBk8/RFjo286GKwiJNhIl6LWFu2v0ceez50fZuieqchh4uo7ZVZw9SNjXYhwrn3urKvRy2Peh1d2veL6P7i0VdL1bSkPKdefFdd29Il9CzqVV2zzBK63i/T+HWCoHafVELvvGpL3Ty057ZL3Gec0ZHcTrJkrNQEnMGpkaA2z/PJvuh3BrYgoVuQ0J2+WlepO2PMwrGQJFn/DDO+sZDEikQ2H7OJ87IcEGjrn5xpRYTujTc9Wqr3jGEK079uf0sk9Lb+rZX6pYIwYz/nRJtfczBU5SoL7b0bh4Nkap6Pd3+BhB6tb4YZy5DQczV8kBkIQAACEIAABCAAAQhAAAIQgAAEIAABCECgVQRem+3cG1ZCl/M+/d2uOgHQuWhXnTwa5gPaopyjpFSvbCzSZpBsfOba/WG+Iy3cOVEimW/42qN1krYpqnfSdiBR2b11I/si2SZNN8zr9ej4SSVpEfT1svhFnb9x+5OFaztBGdbblt73Nt3889TrVV2zzBK6KqNqa1lw1ftTUgn9nC2frJuDfvTZT7tzzqjTqjmU61abgDO8x9HbOI/tfrHvnL/jT0gm8SQTDzcEVp+hyhnaPUyftdtndZ7OwDdYSJJwIcmyntqETxPmcAEItEpCf2jm2aC3YKV7/spND7dEQpdo9wVoitayqI/zPE4+j1qrnBIl1N5bO+i5l+VeIuG9hGKJhJ68v+pjHhJ6iQYeigIBCEAAAhCAAAQgAAEIQAACEIAABCAAAQjEJ+DOrRiOIqHvmDm1TgB89+hXU5dD9Q94s3isRwxW0qafGOzNUxkl4WefOxq6nv/dh/c2CNV+Ub293KLu66K71JFcO2o6Uc83CeNJ5XddDm5WljIuctDbl8jRqs/JNgtZWtUBErr9L+W8fSyphL72vrPq5qBDazb8XfwZkFdCIDmB5UNTM942zr79MaS9bxPiSQLxBIHVv5+zkMR+f9XHQBaSJF5E4kpEWP9WzDN5J4CEnp3rLtHfWxF1Hgk9/blEn1vK9jjv41gr8ud0jzntvbUFJU+ztXE/UXOR0O2PV0jorRghuCYEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQSwLHZjvnw4roT/xqRZ0AeN7E2tSl36y/YPIT0C+8+v5QZX3x6KvZfdOa0ZVErA9bD8LJKxDLflD0+LBpq/MkPf0aejRtda7trQj1+rWTyu96ZPUg6fqe6cMZ1Xx2l7ngqu8utTFdQk9jEYPeLpDQ7X8ZpzOWx6ZfMDCdZzrWedWWuvnnC9/6D+4fnNGBXE6sZKoyBJyhqVFTe+WYvTHlpPfdhISeRELvqzFONhmRWEhir6/6jXvt/V+iDyfow02aL08VgECrJPQ/LryS3Ru5nFxp576nkdAz6BN+Yz3H48+nGVRbIS/RcfbGUeRzO/K54oiEHr+f+o1xSOiFHF7INAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJAGgdeOdE6EldBfOFwvoa+fXuk6F+1akkf9PpQtynERmXXBWB6HFZzlvDL+nXrxXaHrWBeq5bHt+lfCsLeuJMKy7euY0rt551N1bUQispvOC3vMFDk+aMGDCNtl+/vew/NLHPU2JPUdlmfc85T4TiR0+1/KeetE77tBCy68rz1nyyfrJPSdOy56KY05kTQhEIWAs2ZPt7edsm9/DHHeP/mSEifYRhZRFqK05yqey0IS+31WHwdZSBK533ql/YNV7JdlKnOrJPSyvVcMU56HZp5FQs+g8+hjPI+Tz6MZVFthL9HeW5vh/j/RfYT3noJI6EPJ+6s+5iGhF3Z4IeMQgAAEIAABCEAAAhCAAAQgAAEIQAACEICAbQLuXFd3WAldzrv2+6fXiYBnXHtd6oKo/iGv7cciAotM7JWa1X5YAV3y9A+/eyHM96OFOkeiboflbYpQHiRUh03be54ugstj7/Np7ZuiOEvk/CTXM0Xef8/H7g1Ms4xt7cy1+xfLrfqe2iKhhxsygtphEgE8KO2wzyfJw9r7zqqbew58bf2U7fmQ9CAQh8Dyoan5sH2A82J88T+46xXkk9jyCQJrQKd2Bvd00S9j9MsIEo/zgdtepg/H7MM9tZGAJszTOSeAhB7ufYyNs5DQs+kMzJn258xsaq6YVzmxZ1M39xAx7yEMv8JCJHT7/RcJvZhjC7mGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEUiJwbHbFobAi+rf//i/qRMAP7/5goDCb5y+qRPjVIy8r+TWKgF7G6NTyZbCUK2z9iXCu2KmtiOlhXx/mPJMInobobsqLvlBh211PJy6bnmZYob6MUfcVT9V21DaLKPdViIR+ee2huv4ZJQq5qT/EORZXQu+8akvdvCO/wvHtzetOT2lKJFkIRCJw8tCdE3H6A68JLwF0nHN9XRQ/ZJSQMgoCa6i+zEKS8H0x1rg1uPvP9NmQfVYTxpy+WleoRsxJuSWAhG5DLw+XBhJ6Nt0g1jwQYeFSFdPPpuaKe5WO3toY9xHx7iN0bkjo9u95kdCLO7aQcwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAFAu5c52hYCf03v35HgwzofHRHYhm3FV82maRpJb5GEdAl7xIxvGx/Em07Sr3oMr88jvL6MOfq0rbUl0SyD/PaJOeYoryL1JskTXmtiNeqzck2bJqnXnyX++LRV0vV5KQ8sijEy0P2s5DQ1TUf+NF8YZkGtUUl2quyZhFhXs9TXAn9nC2frJt3xu7p/6cUpkKShEAsAs7Q7mG9rfPY7hf8znm3IKFrcqoulZgeO91jTqxGXbEXsZDEbn81jX8d526mD0fvw4cq1hVLWdxWSeh/XHilsO9p4mZ8576n3bb+ycz/T1g1OVbKxutTKNMYz7Fk86gPag6/QUDuZ9t7a/Ome12ORZPTkdCT9VXTWIeEzlAFAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMBDwJ3rcsJK6HKeRKH1/r/3i59LLOOaPsxN65iIrrqQqcRM2Z7/1wcjlefMtfvjflea69dFEfFNknZUjkH1bbpGlDwGpd/seV2elXYi7ajZa4KeM0V1l2NBr1PPi8Betr8vjz/WIKFnschA9X8kdPtfyqn2Klt9EUmY/utctKtuvpG5Z/M9537DM4WxC4GWE/C2c/ZTGEdW3/Eykkk0yaS9t4bAGnJkYCFJCn1Wi3rrnHcr0dAjSugS+TVkE+a0HBNolYQuUcGr9rfxpkczF9BFekdCT38OKfu9dY6HsNxkbVlfbYD3ApHfCzQsAERCtz9eIaHnZpggIxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBeCLw227k3rIi+Y+bUOinwkn2rQouzrfwCSWRWiTSthFN9K1JvnKjLN25/snTf8UpU6ih1ZYoqb1seNtVdnPqKUi517s07n6prN7KIQT0XdysCrrcNSvuLklYZFz88M/diHRPhE4VJnHOlnap6QEK3/6Wct070xT9horG/e/SrdfONSOgj013deZk7yQcEhMDywd0HvW2dfftjSXv/lxpECmQUfxml4+yNo/TO8ASWD00t0G/t99slpiwkiTx+ndiziXud8F04t2cioWf3MQkSejbdYGlc1xYbcTz+HJpNzRX/Ku29tYPc+/vf+4dhg4Qev5/6jXFI6MUfWygBBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgYJmAO9c1EFZCf+JXKxqkwFOuGE9dFvX70DfouEimIjuK5KtkU30rcmRcafrZ545m9+1qRlcSsT6Iq/f5G775RB1biXjsfd7Gvl5/ck0b6QalIRHd9fZiI8q7Xp4wUaH1vH7v4fmMWkR2lxERXPEW+V8vs+3HspBBXa/MErreR8MI4LZZx5HQz99+Yd18c+WB/+1fLE9/JAeBxAScwakR2/2F9OolAWdgS2SJM4yMUdZzEFijdWsWktT3tzTGn45VX6EPh4+GvhCtBXN2Xgm0SkIXIbtqf/3r9hMJPYOOkMb8UPU0M6i2UlzC6R5z2ntrC2W9d8+iXEjo9u93kdBLMbxQCAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMA2gWOznfNhRPQXDjdK6Ods+WTqsmjUL6eUfK5HsVbCqWxFBJYo3lHTVueLOFzGP4myrcoYtO285O4liVextSFpe6+blgjuvYbfvi7OSpvxOzfs8XM/8e0GZnIs7OvVeRdc9d3SNb8/zC4ssRH2qqxpbasioau+qbZx2lvSOogqwjsf3VEnoEsU9PXT75ywPfeRHgSSEnAG93Ql7R+8vrkU4HzgNqST8ALrfNI2XbXXs5Ckef+zMT6xkCRS9NK9VeuDZS1vW//kRFv/ZOZy9KXXPFC694hBBeoY2JY5Z6nb4/vGB8rafk3lsjEfkEb9nGvizDEzAfmlnyxk7bJeAwm9vu/ZGIuQ0M19laMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAxQm4c52jYSR0Oef6H3bWyYFr7zvLdS7albowGuZDYpGiL6891DTyuYiYIrjKuWHS9DvnkceeD/o+tHDPS3Rtv/KajovEr8RWtY0bVd6UvhzTFxKICG77GqZrv+dj9zaUzUYEaWmfipXaxi3P8//8cuHaWFCGv3X/M4t80oior9ez1KeqgzJHQldlVFuR73UWaT9W11bboDycvfkzdfOMSOgfn+4arvhUTfFzSmD5mqlDafehqqff3reJSMrhRHQE1ojjhDO8x6l6/0q7/M75214qq9Rlv1wbudeJ2IfzevoJqybHWiGhv21wV9DbrVI9Pzv3YksEdCR0+0Jn2nNRHtPP6/iV13y199Zm7M+7kRaKFfb9CBK6/TELCT2vIwX5ggAEIAABCEAAAhCAAAQgAAEIQAACEIAABFpKwJ3rco7Ndi6EEdF/8svTGuTAd49+NXOp0fslkkTLFmlVCY5+WxGabUQBljTK+CfRtb1cg/b16Ma2xWFvpGpVpyJxB+XLxvMS6V5dU22TLlyQfIlEr9KTbRJmu/b/Y+ma4VO//tdFPjaE/6B2gIRu/4s4P+beNi/7QRL6JftW1c0zI9PvfLGlkyQXh0ATAievmRrza/sctzPOdJy7ubDSR7ayDAJrk67q+xQLSez002bjHQtJwkluTveY49tQeaJQBE7oHx9uhYQu1xQxuyp/O/c93TIJ/biB8Ur112ZjPM/Fm0cLNajlILMn9mzqzva+OtzcXYQ8IaHH66PNxjYk9BwMCmQBAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyCeB12Y794aR0F84vKJODpQItR/e/cFMxGDvB8AigosorEu9uuwoj0U+F1Hd+/ok+/dMHy7d97rPPnc0Eh8RsnXWNhlL/ZgWFtgQwYPq3lQ2aWtBrwt6XtqsTWbfuOMp99VX/1ep2uK/vfzqIiPbbclUN972VdZI6KaFHFn0IZ233u6bSeidV21pmGPWT68kum8+bx3I1XHHHees2dOtt3ke2/2i33n/5CtFEDxanUc6ZDwCLCSx219N499J77uJhSTBv2YwE68F86o8Eji+b3ygVRK6iNlV+bv0mgdaJ6HnseGlmCfT2M6xZPNnitVV2qQ7emtjrb7fLuL1kdCT9VXTWIeEXtphhoJBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACSQm4c11dYSR0Oef6H3Y2SIJvvey2xJKu6YNddezffXjvokgeVjxPQz6XvJx68V2l/E43qmR94dX3NwjVUkeqvpJu0xLBw+RLoq1HkWbDpCnnCGNvurKAIi4zeZ2k9Zvfv1C69vjIY88HRsoOy7zZeZtu/vlSfVRJQm/GJI3nTCJ8s3Z/3sTahvnl49Ndw0nnOF4PgTQJLB+aWkij/5DmG8LA4C4k9GCB9WCabbzMabOQxL6Yo49dzvsnXyqitJVlnjvO3jha5n5WxbK1SkIfvOJA6d4f+hWoY2BbqyT0yi0a0cd1HiefO6s4Ltooc3tvbT7L+bkM10JCT95f9TEPCd1GbyYNCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoLQEjs2ePhNGRP/JL09rkATP2fJJawKyfLgrErJEjhYh+IZvPrEki3olXr99kUvTiqR84/Yn/b4DLezxF4++uijX6x+qN3us14lElW52ftTndGFb6rpZ9OSo6fudL3KsHl1f2pPf+VGO6+lGFf+915L2LUy+df8zhW13fhl//p9fXuz/3vKmse+tDyR0+1/KqTozSejqOX3rfHRHw9xy2fTKhdJOuhSsNAROHrpzr96eeWx3XOlY9RUiKTcR0RFYkw0ny4em5umzdvtsHU8WkgSOX05frStZK+bVeSPQ1j853yoRfXbuRb+3WqU5LhHfW8W3rX+ycr/SVDemD6U4X1Qo7byNWUXJz7K+2kAZxPAsy4CEbn/MQkIvyohBPiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGWEHDnVgyHkdBfOLyiQRRce99ZrnPRrliyrgjnIip+7G9+4IrMfPPOpyJJ5yLjilAqwrqkleYXZM8+d7Q0X9yqgtwzfTgSM1OUcpvSv4ry7V1kYEsED2ob0ga915V9G/K7ksa9acsii6D8+D3vlfTnS9gmk7DxY6Yf99ZFWSV0vT3L2KpzSPtxFAn97M2faZhb1k+vrJzk0ZIbAC6aiIAztHs47b5U9fSdgW8ESpxZyhx5uxYCa6IufBwLSezLOfqY1XHO9fRh/4Uk88laMK/OI4Hj+ycPtkqS3njTo+qtfmm3/ev2t1BC31q5Xy7Qx3QeJ5838zhuFSVP7b21vXm7F89zfpDQk/dXfcxDQi/KaEE+IQABCEAAAhCAAAQgAAEIQAACEIAABCAAgZYRODbbOR9GRL/+h50NsuAZ117nKzi+52P3Lsq8F159/5JsLmKxVwSNui/iuci4WQir8oGzXKuMf2eu3e9bb/oH7fJY6lCvKxHHTefGOaaLs3Itm5K7X55MUdBtSbuyuMLLTNquXz7CHPcu1CiyQO3Xn6IujAjDzHuOjEfe+igyQ2+59H29L2W1mMObDz0P8isK3ue9+7KYaf30yrr/j093DbdsQuTCEAhJwBne43jbMvspfNG/+vaFPMsdLc7boZBNldN8CLCQxH6f1cdB57xbkNB9JPRlPbUJn6bJ4QITOGHV5FirJPS3De7ye5tViuMPzTzbQgF90m1bNd5d4KYZK+v6mM7j5PNmrIrgRYsEnO4xp723xnsDn/sK/X0JEnry/qqPeUjoDEYQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABAIIuHMrRsJI6D/55Wl1oqCIgx/72//d/fxNj7oiOsq/V5T1Cp9J9iVNiXielXju/aD5kceeL8WXtt5CSJm8ZQyzLxKptw5tiq1piuBBZdNlWSmjDfndFNld2nBQfvye1wVqyefz//yyt1oLv//i0VfdUy++KzYjP3bquB6du6wSujdivrQTm31VsQza6v3KLw/vHv1qw5xy2fTKhYApi6chkBsCy4emZoL6A88nEwDa+7+ExGqQTRBYkw8DLCRJ1jfDjG0OC0majF8bWXCXvBvnLoXj+8YHWiWhy3V37nu68O8J/QoweMWBlkrouWtsGWQozDjPOdHm0gyqrdSXaO+pjeiyNY9rxnsNJPRofTPMWIaEXurhhcJBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACtggcm+1cCBLRXzi8okEYFBH907furxOUvbJynH2RzkWkFBm485K7U5NSgz5kFum9jH/rPv9gJKZSB3o9SmT0IH5hn9eFVbmWDRE86Pppyu+myPEikgflye95U3pfuvWx0jXP2pafxmbkx04d19vZ/u/8obD8VJlMWxG+vf1Vym06L81jYUX4S/atMs0pe23Na6QDgbQJOENTo2n2JdKeck96301GsaLqwsmyvtpA2u27CukvH9x9kH5mX9LxMmUhiVEOY8FdiQeYVkroHQPb3D8uvFLY9zh+GW91FPTj+ycPlrjJ+hbNO5azb2eu9IXNE6EJtPfWZqr+PiBM+ZHQ7fRZ79iHhB66m3IiBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUGUCrx3pHAuS0OX5W378jgZp8NKpS+ukR68AGbQvwrlIkyJKivQtYrD3Q95W7t8zfdjve9DCHn/2uaOR+ZoEaFuLA9IUwYPaji4l25Tf9V8EkMdB+Wn2vCkSvUQNl+jhZfqL0z6bcfM+J5HovePRrv3/WFh03nLp+3mQ0MPk4ZQrxhvmElnUNDLdVbmfuq+Y7+lkAAAgAElEQVTyvUfRy+4M7unS+yCP7X7h73zgtpfDiBYVOweB1dLgwUISu/3VNP45A1tYSNL4awaVFFotddvcJyPCcitF9I03PVrY9zh+GX/XxXe1NAp6W//W0dw3vBQyaBrTOZZs3kyhmiqXpNNX66rYfX+s+ygk9GR91TTWIaFXbrihwBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEAcAu5clxMmGvoTvzJHQ//slnrB0yt7brvr6UXRfMPXHl2UzSXK9X/8+H2JpFzTB8I2j4ngW8a/OJGmdQFaHttiLW3B21ZkP4vIzWnK79K29TIliRwvefVLr4wLJaJG6g/bFnUx+sbtTxa2izcrs95WsvhVAT0/OmtTnz5vYq1JQp+PM3/xGgi0ksDyoal5vQ/w2OKX/oO7/4xo0hBJmV+MsNTpWUhisa8OmdNyPnDbAn1Y68M9tRFLTZhkckhAhOVWSuhy7V/86l8K+z5Hz/jXt/2ixQL6pPuWvvGuHDa11LPE/ax5XkvCJfVKq8gFOnprY9xbaPcW2oI3JHT7/RcJvSIDDMWEAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkhMIEw39T890msRBd/X4pxflYZFtRcKVf1vRspN8yRP3tSJrl/FP5PooTN7zsXsbBGibUqseMVwWLGQRDT/NKOhXfuXHDcySlMkk6qu+deba/aVrpo889nykNhq2PUvb8graG7/xs8Kya1ZmbxllvxULfvQ8yK9cePPsfHSHcR5ZP/3OseQzGSlAIFsCJw/dOeFt3+zb/8K/49zNsSIAllZOQWC12smXr5k6RL+132+9TNv7NtGHPXKY0z3mWG3EJJYrAiIst1pCl8jhf1x4pbDvdVTGRabvGNjWagm9sotkveM4+3bmyVwNVgXPTHtvbb609/qee4a4ZURCt9NnvWMfEnrBBw2yDwEIQAACEIAABCAAAQhAAAIQgAAEIAABCGRHIGw09H0/PcUoEIpY6P2Atsj7zz53VH33WZqtRM2OWie2hWrv9U1ytSlisvc1NvZF4NaFZJHhbaRtilouDJOkLb8g4JV69byKtF22P5HrkzDTX2uql0998UeFxaaXTz02LRqRY+r5rLbe9moS4c/Z8knjHDIy3VXJKIPZzfJcKQ0C8mV0Vn2rqtdxzruVaOgeGQWB1W5PZiGJfUlHH6tYSFIXrfSQ3RZMankk0NY3eajVIvql1zxQ2Pc6knGR6EWmbzXHtv7JiTy2sSzypI/lPE4+X2ZRb1W5xrK+2kBcQbsKr0NCT95f9TEPCb0qowvlhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKwQeG22c++x2U632f+R364wCoRnb/5M5rKj/qGwjcfrPv9gob+w9cu8Ho04iJWIu7qsnVSo9l6zVVHQTWJ9VDbecnj35ZcAggRc7/lh9vU6uLz2UF0/K2N7lTKHYRP2HIkGrtfL2s/9wK+r5P64X7lN5fQ7N63jsshDZ+0V4f2joK+csTKJkQgEWkBg+dDUQlp9inSn3OWr73ipCrJIyDIyVlru4ywksS/p6OOW8/7JV0K279JHTO/orfGrL5b7cB6Ta+vfOpoDedrdue/p3L+v8cvg4BUH8iCgu22rxrvz2MayyJM+lvM4+XyZRb1V6RrtvbW93F/ULXRbuo9CQk/eX/UxDwm9SqMLZYUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQSE3DnurqaCejquWu/f3qDiL72vrNc56JdVuVR/UPfLB6XMbK0lCkqO1OkcpFco6ZjOt8ka2cRBd0UKXrTzT+3UiYppy7W61HLTSyaHRM5Xhd6TXVQtsj9Lx591T314rus1YupvV1w1Xf9nIfcH/drM3o5bcv8ftf1Hg8S4d/7xc81zB3rp1e6l013jSSewEgAAi0isHxw90FvP2Df/pf+Hau+siRVVFk26Th742iLmnmpL8tCEvt9tm4cZCHJ0vh1Ys+mygqtpR5EtMK9pW+8Kw8SuuShiCK6RHHPBb++yUr/ckHdOD6U8jxRkfS1oYKHCQnIrwO199YWqvzewK/sSOj2xywk9IQdlpdDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC1SMQJhr6Dx4/zSgSimBY5C+rzly7P/cCapwMxolgbluoVu3CFGFdZFk5rs5JayvCeRipO871TcK4SMFx0lKv0aO2+0nFtS0/jdMscv2aOG1WcdO3Ej3eW+/SDsoooctCDr2cOou0H5sWr6hryiIlWawk0rn3/7LplQvVm2kpcZkIOINTI6qds7X/hb8wdQa2LEmcfrJFFY4jsKYzcpw8dOde+m46fVdxZSHJYqTS+XRaMKnmkcDx/ZMHcyFSF0xEz42A3j/pSkT7PLatrPKkxm+29ubHrOquStdp7904XIX3AFHLiIRur9+qMRAJvUojC2WFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAErBB4Ixr6gop6btq+cHhFnUSohMKiR0O/Z/pwrsXcOJmTKNnqQ/OwW5NIKsfCvr7ZebooK9JsFlHQTRGaN3ztUStlkvLqgrsNsV7S8ErFfmK2RA2X6OFl+ovTbv3anV43IqWXUUKX9uxtLzbbtx9b/bjev4W9OscvCvr66XdOWJm8SAQCLSLgDO9xVDtna/8Lf2HqnL/9f0aVL0p4PgJrSn2chSTp9FvveOgMfIOFJL21vSk1YZLNIYET+seH8yKhFyUier4E9ImF4wbGnRw2rcyy5B3D2bczT2ZWeRW7UHtvbaaE9/2J7puQ0O30We/Yh4ResYGF4kIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJ2CLx2pHPMJJ97j+2YOdUoohc1Gvq7PnKP+/Kf/r8yebyLZblx+5NLEqj3A/Rm+3oUdBtCtVyvlVHQ9TKJrNt5yd2R2Zi4STpe+Vf2/YRx0+tNx0yR1eWY6Vw5VsYFFCKK+5U3ynG9biRCfRkldF22z2Jxh14Ppqjzco5fFHRZwDQy3dVlZ+YiFQi0jsDyNVOH9P7AY7tf/rf3bUokYxRdTlnWU2PBTkpdnIUkdvuqaexzVt++UPQ+mDz/G4dTasIkm1MCbf2T83kS0a/c9HAuP+v448Irbv+6/W6eWLX1T1Z+0YhpLOdYsvkyp0NV4bPl9NW62ntr3Gf0Lv7qyuL7JST0ZH3VNNYhoRd+qKAAEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQCsIuHNdzrHZzqbR0I/8tjzR0CXK96OPP5/LL2WTZurMtfsjibymKOi2ZFZdUBU52FaEddOXBOqYHp1Zrit5Uc8n3YpwrovOSQV3PU1ZCNAsn1LPZfv73sPzTcvcjId6zrRAQKLil1FC1yPni2yvOGS19RPh/aOgr5xpxRzHNSFgm8DJa6bGsupnVb3OSe+7qdISensvAqvtfutNj4Uk9mUdfayq+kISp3us0lGVvf2tKvttfVtHciZWL8reIn3n5e+hmWfdtw3uypuA7r6lb7zyi2T1MZzHyefJqox9rShnR29tLPlisTcl7qKnhYSevL/qYx4Seit6NteEAAQgAAEIQAACEIAABCAAAQhAAAIQgAAESkEgTDT0a79/eqGjoYuMqiJk/9vLr+blu1hr+ZDo2PoH50GPFQ8lVduKgm6SgeVaQflJ+rxcV5dzbZVJ8mYq14avPZq4XHqew0RWf+Sx8i2kiLqIQm8vpojyck4ZJXTVZ9VWxjedR9qPb/jmE3ULMmQBSLMo6JdNd42UYsKkEJUn4KzZ0512/6p6+s77J18quhCSJP+V72QpA3CGpkar3sfSLn/FF5IcTLkJk3xOCeQtGrpI8R0D29yd+5629plDnIREhJfI7HmT9N/IT+WjoEt3SntOqGL6OR2mSpOt9t7aoST32mV6LRI6EnppOjYFgQAEIAABCEAAAhCAAAQgAAEIQAACEIAABIpPIEw09J/88jSjhL72vrMWxcO8frEkYqo3Yu/Djz4X57vT3L9GRNsodSCRk5XAqra2oqDrkb0l/SyioIsQrsqitjava4qynlT+NYnTciyoLtd9/sHct8moGbxx+5OB5W7GRa8ftfChbBK6tDnVvtVWFkg0Y5PGc+raaiv5ahIFfb74MyUlgMCbBJYPTc2n0a9I8w2JYHD3n8skh0QsCwLrm10tlT0WktiXdfSxy/nAbQsR231pfv2g4+yNo6k0XBLNPYG2/q2jORWtF6OiSyTyrP9EgM9j9HNVT0RBf71b6WM4j5PPk7kfsAqewWV9tYGq3mfo5UZCT95f9TGPSOgFHyDIPgQgAAEIQAACEIAABCAAAQhAAAIQgAAEINBaAu5c5+ix2U7X7/9Pz3S6n/5ul1FEF/FQ/9C21Y9FPtYjfYss+fw/v5z1d6+pX+8ffvdCJP7/7sN7U4sYbhJkZRFA2u3BdF2J1GzruiZmNsqlC/sSFT1snp997mjqbSvLC7x49NXQZTcx8i42kb6uotSXTUI3LVww8UjzmPQHJZ+r7Xsu+1tXFiWtn15p+H/nWGtnOK4OAbsETh66c2+afYy0p9yOc64vjZSqyyJNH/fU+NUIu93VmBoLSewLO3XjVoUXkjh9tS5jo+NgJQjkMRq6Eq5l279uv5uFjJ53+fwNJkRBf6NX1o3fQynPDxVJvxIDXosLuaynNtH0nrq3Von3Ekjo9scsJPQWd24uDwEIQAACEIAABCAAAQhAAAIQgAAEIAABCBSfwLHZznk/CV2O7/vpKQa5cOWieOhctCuRQGrjiy+JBizRkEXkVWKkd/ut+5/J0qnN7FoiMkfhd3ntoQY+tiKG6yKw8BdBPEr+4pxrWnBg87p6lG0plw1meluNUpcSObxsf1HKr7cTnaXUmZxTNgldb4s2F1voTP0emxZ9NImC7o5MdznFnyEpAQTeJOAM7R726x8ctyMCOOfdWslo6Aisb/azNPdYSGKnnzYb7zrO3VwJ+UsT4A6l2W5JO/8E2vq2jnil77zuv+viu9yvb/uFOzv3orW3k7/41b+4V2562O0Y2ObmtdzefBEF/c3+1Gws57l48+WbdNlLi4DTPea099Yq+8sr6v4DCT1eH202tiGhp9VrSRcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCoDAF3bsVwMwn9hcMrjBK6RL5tZTR0kYEl6rFXODft/2F2wdqXrHlJSKJHn3rxXaElb5M8KgJ3sw/gwz4n9aBzV9Gow6YR5zxdypU8iGgfJy3Ta0xR0G0wM/GSKNemPJiOSb2X7S9qVH/FRRag6G1PLUIom4Suj3VZ9DHFWW31tvtfxn7YJAr6SqIMVuYuojoFdYb3OKo/sLX/xb8wdVbfXkWpBIE1o2GEhSTp9FvveFjFhSQSlTWjJsxlckygrW/ykFd2zvu+COkbb3rU/dZ3Drt/XHgl9NtLkc4l4vml1zzgvm1wVyHEc1UXJ6ya5FeaPH3IO3azb2d+9OBlN0UC7b0bh5WMXdUtErqdPusd+5DQU+y0JA0BCEAAAhCAAAQgAAEIQAACEIAABCAAAQhUh8Cx2dNnmonoO2ZONYroa+87y3U+uiO0QOv9gDfOvsi6EjVZj36si6jyWM4RUfPoS6+G/lK1KCdK2aLwk6jJOiMl60ZJRz/XJGrLdUQO1s+1+fg9H7u3oTzCRPJj6zomyV0k3KTp6zJxHLH9nunDRWmqofMZRcRXdSCv0du1agNlk9D1XxtQEd8Viyy2ep9YPf5p47wgC5RGpru6qjODUtIqEVg+uPtgFv2tytdo7/9SpSIpd/TWkOIyHESq3LcyKfvqO16qmhC2rK82kGET5lI5JXB83/iAkp2Luu1ft99V/yKoi2iuHou0XtRyvZ7viYXjBsb5lSZP/8lkThiyL4rmOd8evOymTKC9tzZTtfsNb3mR0O2PLUjoKXdakocABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqQcCd6+puJqEf+a1/NPRztnwysZjr90WSCKUi/oYVz5V8LrKkvFZeV8a/M9fuD81cF0eFka0oyhJ5XJeAs5BjTVJ9HIm5WbvTFzrEkcX19KVN6rziRG+XspbtT8R6nVfQY739SbtQrymbhK63GxsLIhSrsFvvAopPffX7vgL6+umVM9WYOSllFQk4Q1OjYfsM58WTA5yBLZWS0E/s2dRdxb7UqjKzkCRev4wynlVsIclCq9oy180fgbb+yYlii9qTBRfN/fN/Qv/4cP5aTGtzFGVc59xwc2dra7RaV3f6al3tvbUq/oLS4vskJPRwfTLK2IWEXq0xhNJCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACKRJ4bbZzbzMR/ZYfv8NXOrQZDV0idIvIrEf+1SVM/bEIqLqY+exzR8vm6rrfe3h+SbQN+kA9zYjhprRF1FaRqIPyFvd5k1QvbSVueqbXma6hty3T64KOXXj1/Q0SunAMep3p+Ucee750bfvUi++KxEIfI2TRiWJVJgldfllAH+9s/JKBYhV2q3jLAo01t633nQ9GpruICJriXE3SrSXgDO7pCttnOC+eHOB84LYqCSUIrBl3aWdwaoS+Ga9vhuVWsYUkezNuwlwuzwQGxp22/sl5RHR/GbwVbI7vnzyY52bTqryFHdM5L/yc2aq6rOp15deEvNHBq7SPhB6+X4Ydw5DQqzqSUG4IQAACEIAABCAAAQhAAAIQgAAEIAABCEDAOgF3rss5Ntu54Cei/+bX/hL6+dsvXJI/w37AK+eJsBxXOhcpU2RIiYZsEnmLLKE2s4ulXGEYC1uRwnV51VbEcCWketO3lbZf+Uziu7QBkXT9XhP1uHBLIwq65EOP4O6N3B01n2WM8n/j9icj1aO37cm+d6FAkfu/3hZkjNTLqp+TxWOVhyu2/J2vgE4UdOtTMwnmkMDyNVOHsuhzVb5Ge9+mqkRDR2DNuI+zkMS+tKOPVc752/9nZUSwntpIxk2Yy+WcwPF94wOtEK25pp/4PrFw3MC4k/Nm05Ls6WM3j5PPjy2pyIpftL23dqgy9xy9taX3R0joyfurPuYhoVd8MKH4EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgF0C7lznqJ+ELsev/f7pvvLhKVeMNxVIlXAu0aBFoNWFXCU4Bm1FEJbXBwnPEjG8bH8S2V3/oNzvsTDSWW742qO+rxfBW+pGzhHB3PsvkcG9kZdNEb3lfL+82DpuajOSF1vpSzppRUE3CfRJ8162SP9R2rdJzPYuRimThK63SVlcYrPNh0lLxm8ZT+Tasuho/fRK4//Hp7v4qXu70zKp5ZDAyUN3ToTpN5wTXw7oOHfzkmRRbrFkI2NmC/o4C0ni982w41pVFpI43WPIrS3ow3m/ZFv/5ARSuJ8Unu3xE/rHmWd9OkzY8Zzzws+ZPqg5nCKBE3s2dZf7vcKb4rm3nEjo4ftl2DEMCT3FjkrSEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQDUJHJtdcchPRH/iVyuM4qEIiR/e/cFFMVJEUBFERbCVKOUiJ+uRpXU5OuixiI9hxHP14fKZa/eXzT9fLE9ty09DyacmSVzqQERSxUhtpa6kjoLqQAmol/zXBxrqU9K2GY1c5c271UVcyY9t8V3KoHOwJfyaFgWY6sNb5qB9iRxetj/hFFRueV5vD9IGva8rk4Sutx3b7d7LzW9fSf//x9e2+c4B66dXzldz1qTUVSMgX1D79RWO2xECnPdPvuQVLcq6j8DamtGDhSR2+mmz8e6k991UhYUkh1rTgrlq7gkMjDttfZOHENGzFc4NvCdy31ZamMFmYzjPxZsnW1idlb70sp7aRFnfK/iVCwk9Xh9tNrYhoVd6GKHwEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQBoE3LmuAT8JPSga+se37GyQeHWpN+xjES1FpvZGN272gbH3ORFSy/b34tFX3VMvvqtOtPWWWe2bIm4Lc5FI1TmyFQFaop6HrY9m54kQ7E3b9r6pTGmI77rsa+IWp2zCWvLrZdgsKn3Ya0h7KNvfI489H6ot6QsndJ5lktD1sqbd30ztT8biL0781L1k3ypfCf2y6a6RNOYk0oRAHgksH5paMPUVjlkSAlbfcdRPuijR8Zk8tu0q5MlZs6ebvmqprw6Z06nCQpKOszeOVqG/UMZ4BNpWjXe39U8sGMRol2MZyOl9kywSCWi6zIPm+SsJlwDkPJ0SAVnU2d5bmy/Re4TAhXxI6Pb7LxJ6Sh2UZCEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFqE3httnOvn4jeLBr62vvOWhQVvbJtmH0RdEW0FLlSl6WjfgkkYq4I22X7u2f6cKCcK5G8ddlZ+OvSqkjRN3zziTopOkw9mc6RdKLWUZTz/fIqUmyUdILONYnu0iaDXhfm+fP/+mAD63M/8W0raUu7KNuf/JJBEFe9nettvEwSut7vpD0F8bH9vPC94Otf9hXQiYJe7XuGKpb+5KE799ruZ6RXLxN0rPpKoIBRZNkEgbW1IwcLSer7m/XxZ3D3n4vcP8Pk/cSeTd2tbcVcPe8ETugfH0Y4z0A479evMbHwlr7xrry3j1bnz/q477MoqUrXaXWdVvn67b0bh8PM3WU5Bwnd/n0sEnqVRxDKDgEIQAACEIAABCAAAQhAAAIQgAAEIAABCKRGwJ3rco7Ndi74iejXfv90XxlxePwLDcKtV6JUwvnltYdckSnjRDpv9kWWRLMu41+QmOsna+sitd95qo42bJ5xL93wwNK/PN5xd30Ub3WubM/7qwOpCrHSTrzXk329TM3aQ9jnJE39OkkXRKhr62nfvPMpa8xEZi/bX9CCC9OCAb2uyiKhhymramdpbv/ztQd8x/z10ytdoqCnNh2TcE4JOINTI2n2OdKecp2Bb5RaQnf6aghyLezfLCSxL+/o41bJF5LMt7D5cukCEWjr3zqKiK5L4ik/XjXOApEQfUQfs3mcfF4MgZ1TUiTQ3ls7WBbJPKgcSOjJ+6s+5iGhp9g5SRoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCoNgF3bsWIn4TeLBq6CIlXff17ixG5Rb4VKVxFOJdI3foHvUkei1At8qmkr/7/atPD7qe++CNXJNQ0///mxkfd/d/5g/vAj+Z9/+V5W3kJ4qSLziJUi+wsjLyv3fC1Rxtkazn3E1940H37h3a7bx28veFfjg9f/R2jjC6R0PVreK+XZF8Ea10Ml0UMtq9nuo602yR5V681ScTSVtXzNraqnd+4/cmGtvifP/tAav1g7ed+0HC9q6+fSXy9oCjxEgVfbxc6R/lFBMXF5tZUZlt9XOXTWxZT2/Q+n9X+0G2XNZPQEbGqfbtQydI7w3ucrPpfVa/jrL59IUjAKPDzjJstHjlYSGJf3tHHKue8W8scDX1vi5swly8Qgbb+yb2I6CmL5yoaet/WkQI1jZZmVR+zeZx8XmxphXLx42SBZ3tvrczvH5YW6CKhJ++v+piHhM4gAgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgRQLHZk+f8RPRm0VDP3/7hVYlW/3DYYmgbpKuvWKqyMoiEtsU30V+FgFW5G7vtfR9ubacp+c7rcdSTlMe9CjzIuzr50mU85519zaI5yYZ/YyP3O3esPXxhjRsS9XCSepNOOr5DRKUozKWOjXVp612Y6obW2nrZdV52RLp9euoxyYZ3PYCAXUt71ZfSCFjgff5NPdNUniaZZa+5e0DsugjzfKZ0u68akszAZ0o6CnOwSSdbwLL10wdMvUZjtmTAtr7v7QkWxRYOG8ow7Ke2kS+W3f5c8dCEnv91G/Mc1bf/kKZ+m19WTYOl7+XUEJbBJDQMxLQ+yfdt/SN8ysjIRuu39jN8fjzY0j0nJYigY6zN47Wz9e1hvvwMjyPhB6/n/qNcUjoKXZMkoYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4M51dR2b7VwwiehB0dDfPfpV67KkSNUiYXqlzDD7l9ceShQ9W6RhSUOXfPVry/MijaYppeofmJskZ8mXSdY2ifthBXQlpa8c3tMQEV3KbbvMprymIVXrkq+wsyXVCxO9zYhArdehjccmOdrUBmxcS6Why+BZCdJ6v8tywYeMA97rywIGxSONrd4P0ugDzfLtXLTLvWTfqmYSOtF8uVWoLAFnaGq0Wf/hueRywEnvu6mU4kh7LwJrHgaO5UNTM/TT5P20GcOyLiTJQ/slDwUhMDDutPVPLBAJPTMRnUVeIbtGs7Gb5+LNjSHRc1rKBNp7a4fKIJo3KwMSerw+2mxsQ0JPuWOSPAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABd65z1CShy7Fm0dDX3neWKwJjsw95ozwn0c+98mfUfRFk9cjgQdcPE3Fd8tEK+Vzy7iegS771sknZdWaf+MKDoSKgKwFdbVd/6kBDWqZr6nkI+1gXfSXfUn+2RXdZXKAzEanY1nVMkcLTEsP1tiBtMizvuOfpgr0teb9ZfkzR/KP262bpBz2nS+FpLSpQ+WgFY3Vt2b73i59rJqC7H5/uIhIotwmVJeCs2dPt7S/spyADfOC2hWYCRkGfW6hsp8lZwVlIYr/P6uOgM7CljAtJDuasKZOdHBNo69s6goCemYDuivCf4+aQq6zp4zWPk8+JuargCmfmxJ5N3QV9jxD6ngkJPXl/1cc8JPQKDxoUHQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiOwLHZ02dMIvpvfv2OpoLiOVs+aUWEDRLQb9n5lHvdzT9b/NelYu9jETpFPNY/bPY+Dhv1XNKV9LKOfK7yqkvHqpx+IrBJiJao5kosj7oV5uqasrUl45oiegvnNERjXSiWctiUxEVo9zJKK2q2SPPe68h+2hGzWyWDS/v2llXahuoTWWy915b9NKOwmxZJCPcsyinXeOtltzUd3/KjY/EAACAASURBVNdPr5zJbhbiShDIJ4HlQ1PzWfXJSl5ncPefSyiRILDmpDs7g3u6KtmvhuyLO34cnTIuJOmpjeSkCZONAhBo65s8hISepYQ+6Yr4X4Cm0fIs+o3bHI8/R7a8UsnAEoFlPbWJEr6HWJLUkdDj91O/MQ4Jfan7sAMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAID0C7lxX97HZzgWTiH7Lj5uL6KdcMZ5ImjRF8Bb5c8fdT7uXbnjANYnUPevudTdsnqmTVZU8KhG19Q+dReIVmVSeU+c124pMLOfbipit5yfosZ+A3kw8FkncWyaR9qOK597zhb03PRsysEi3ko43XdlPQ/Q1ye4ipQexD/u8Kf00yiH5MS3SSEPa95Zdj1Zvo/696fvt633U1uIHv+t5j5vE+zSlcFMbynLMOX/7hU0l9JHproH0Zh1ShkAxCJw8dOde7zjBvn0hoOPczUvCRSlkEgTWXHVuFpLY77P6OFiKfttbWxqHnL5aV64aMZnJLYG2VePdCOgZC+j9i9djoWyIXqGP1TxOPh+GwM4pGRFwusec9t7afNnuQVR5kNCT91d9zENCz6hzchkIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAu5c56hJQj/y2xVNRcVL9q1ynYt2xZZ79WjSIiXfsPVx9+0f2h0oUf+nkfsWZXVdalbRy0Xe1eVs/VzvY5GUbUbK1j/0DvM4joAu6epRv0Ui90rlUfdF9Peykf0w+fc7R+RaXTCWNJuJ9X5pBR2Xa5lk96Ao+UHpep/Xecv10hKIdW5pRVz3lk/vl2nUk/d6si/89DYnfVg/L63HsohAv35a15J09ajvWdSrKs8Z117XdFwnCjr3BBB4nYAztHtY9Ru29mUAYer85a1HlXBRhq1IMfSf/BA4eejOCfpuOn1XcS3ZQpJD+Wm95CTvBNr6J/ciobdEQnff0jfOYpGADqLGaLb25sAA5DydMYH23o3DZXjvYCoDErq9fqvGQCT0jDsol4MABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqTeDY7OkzJhF9x8ypTYXFszd/JpYoaorwHFZAV1L1GR+5u0FE37X/HxtkUl0uVY9FHpaozzYFZfUhd5StCLh+wnwYAViXovMmoZvkepGr0xC39SjeUtci/Eapj2bnmqL3h6mjZmn6PSftUrVVtU0r4rrKg+maWcjgpvEgy36p9z/pU4pJGlu9z2YV9d356A537X1nNR3TR6a7EDuqfTtA6T0E0uj/pOkRC1bf8ZJJvijoMQRWT9/Jwy4LSTx9bSidfef9k6Xpw8t6ahN5aLfkoQAEBsadtv6JBST01kjobf2T9NWAbsK9pv05LwA5T7eAQHtv7WBB3zMs/QKLKf9I6Pb7LxJ6Czool4QABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqS8Cd6+o6Ntu5oIvoLxxuHg19/fRK95QrxiMLm3q05R13Px0qAroS0NV2+OrvNIi6Stj124rw2eqo5+qLQRGx9WjXKt9h5WZdaM2ThG6KMC3yv8jcioGt7X/8+H0NbcF2hGmTUJ+WLG0S6tO6lqoDU32lsVhAXU9tda7SJ9RzWWz16Pk2Fy6Y8p/19VQezt9+YVMBff30yr3VnQUpOQQaCSwf3H1Q9R+29oUAYdqx6itNRQyTnJHHYx29tbHGFsSRVhNYPjS1QN9Np+8ucl19R2l+zeDEnk3drW6vXL8YBNr6t44ioLdMQHdlAUAxWkrrcsm8Z3/ea11tcmU/AvILRO29tYU8vi9IkickdPv9FwndrxdxHAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBASgTcuRUjuoQuj7/993/RVFy8ZN8q17loV2hp1BRNevWnDrhKLI+6lQjqStz224rUKoJtFkJt2C/9hIMuo6r8R5FgdQl9w+aZ2CyFvS72Sx7Dlsl7nkkKl/KlEVlb6lVf2CDXkjx485Rk3xQlPM0I1nrbSPNaiou+ICLtiODqunpZRcBXz6W9NY1HNtuNnn9TO0rzeur6Z1x7XdNx/LLplQsj011OStMLyUKgkAScwakR1YfY2hcChKkzsKUUEjoCaz67OAtJ0um33vGwJAtJkFrz2YVzmau2/sl5JPRWSuiTblvf1pFcNo6cZMo7RrNvZx7MSdWSDY1Ax9kbR5MI33l8LRK6nT7rHfuQ0LWOw0MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAlkQODbbeVAX0f/0TKf76e92NRUYz978mdDSqCna8ts/tDu2OC0Cu5K3vVslnqcdPdr74XbYfRGxdfFW5T2qpC3CunqtbONGlVfyvy71xxGRhbmpfGnJxaao4bavZbpGWvKwtAFvncp+2tH7ReTXryl9NWybjnueMNSvmxZXUx5N45HpPFvHTHVrK22/dJyP7nDX3ndW0zF8/fQ7ieKbxSTLNQpFwBnc0+XXrzhuRxBwVm//1zwKIBHzNF+ohl2hzLKQxE4/bTbeOQPf+HPE/pLHhSf8EkyFxoUkRT2+b3wAAb3FAnr/4vVnktRj2V/bbMzmuXjzYtnbTJHL195bmynBfcjSvRESerw+2mxsQ0Ivcg8n7xCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBhCbhzXc6x2c55XUT/yS9PCxAYV7qnXDEeSljVpenrbv5ZbAFdxOmVw3saJNa/vOJAqLw0+6A6redMMrNIuCJtRxXQJY+mSM6XbnggFtOedfc2sIwqIovMrEfUlvLFkdnD1IFJYpao6Daj3ktaulSfVnmkzJK2V8yW8oRhkeQckxydxQIOvT8I5yTliPpaiTDvZS1tN2oaUc7Xy5v29SRv52+/MGj8RqAs7KxNxtMmsHzN1KEofZxzo4sD7X2blsSLgkokCKxpd8SY6bOQJHp/jDqGOatvXyhov31z3OmpEVU5Zh+r2sva+if3IqHnQkJ339I33lW19he2vFHHcc4PnivDsue87AnIrxEV/j6kt7Z0T4KEHtwfo45ZSOjZ90uuCAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBgkYA71zWgS+jy+PofdjYVGS/Zt8p1LtoVKHDaltBFRPdKpLKfZSTlsB+Ai8isy8Uq3yLeikweNi39PJGUVVqylWjoZ3zk7kgiukSj16OgS1pRRWRd6pU0RLS1KYWr8pvkcLme7frX26xcI63I5KZFBXJ9Vea0tnq9ZSFHS1n0tnvlV36celm9DPXFBWmzFq7SftR/2uU949rrmo7b66dXuh+f7hpm+oMABMwETh66c8I7ZrBvXww46X03LYkXxZRINjKGmrtPLo6ykMR+n9XHwaIvJHG6x5xcNFYykW8CA+MOAno+BPQ36mEi3w2mdbnTx2geJ58HW1ebXDkMgY7e2lgx30O8KZ+r/COhJ++v+piHhB6mF3EOBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGUCLx2pHNMF9GP/HZFoMx4zpZP+gqkIgZLVO2v73hyScAUETNpJPQiSOgiLOuyq5JQbQjapijWUUR0PwE9qiAr56tyqW1SwV7/AsH7WBen5ZoSadp7TtJ9k+ieZmRyE8OoCwGillnKqOpLbaNGwI96TTnfJNzH+TWAONf2u77tBQx63hRftU2zvG+97LbAMXv99Ep+zj6leZRky0HAWbOnW+/HPLYrBzjv3/qCEi+KuEVgzXdfP3nN1Bh91m6f1XkWfCEJ90H57sK5yV1b/9ZRJPQ8SegTC7lpHDnLiD5G8zj5HJizKiY7GgG5F2/vrc0X8X2Enmck9OT9VR/zkNC1DsNDCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJZEzg2e/qMLqLv++kpgVJj51VbFiNRi8QqQq0e+VfJl2or0bdFJI/7LxG/VVpqmySquP6BdZLHIveKFK3ypW+Fj5yT5BrqtSbOIqKv/tSBpmx71t1rjIAu8niUvJlEeClvWhHDpX3pPEUOj5Jnxa7Z1hQFPS1xWPKuL1YQ0b5Z/mw8Z6q7tMV3ybepDm3XXzM+pus3Oz/pcyK46202zbHqw7s/GDhej0x38VP2WU+uXK9wBJYPTS0k7f+8volQMLj7z7qAUaDHBwvXoCuWYRaSNOl7Q3aecz5w20KB+mzdLy90nL1xtGJdguLGJNDWPzmPhJ4nCX3SbevbOhKzOkv9Mu457cxtXo6lbjAlKdyyvtpAUe9FvPlGQrfff5HQS9LJKQYEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQXALuXJdzbLZzwSui/+mZTvfT3+1qKjauve8s9wsTjRGxdfnS+1gicceV0Iev/k6D2On9wqhV+yKXmsRwVW7bIrNIw7rArK51y86n3E984UFXhHP1L9xkAYA6R99GkcdNErOkZ7uMqi6FramstoVekxSeZhR0kxSddmRuYapHlJd2q1inudX7RxbCvbc8erk33fzzVMutL2iQNuzNj839szd/puk4vX56pbt++p1jxZ2hyDkEsiNw8tCde232T9JqlAs6zrm+Tgz1yhh53kdgza4fJrkSC0ka+5zVcajAC0lO7NnUnaRt8dpqEDi+b3wAAT1nAnr/Yn74JQNDF7Q6vltarFT0PBkwcyiHBNp7awfz/L4hTN6Q0O3fsyKh57CzkiUIQAACEIAABCAAAQhAAAIQgAAEIAABCECgegTcua4Br4Qu+z/55WmBcuPFd/xnV2RdXWz2e3zphgdiS+giWHvTTVskDfMFmi6bevMnXGzL0ipPf3Pjo3UsvNeNsh9FHvcTwiXKu8qXza2I4bq8LGUT5javI2mZ6jEKm6j50ftMmsK7ypssXtDbhsjw6vm0tqbrpsnWVI6syy1jk/eaaUn38msUr0vmIpr7/s+PTHc51ZvVKDEEohNwBqdGTGMIx+xJAs55txYyGrrTV+PXJKJ3qcxfwUISe33Vb9zrOHdzEReSzGfeGLlgIQm09U/uRULPpYTuvqVvnHlY61V+4zTH48+FGmIe5pSA0z3mtPfWCvvrLCKpI6HH76d+YxwSek47LNmCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEqkfgtSOdY7qIfv0PO5vJjYvPXfD1L9cJlyJfSuRfETEn7zxU99yOu592Vw7viSyim6KgZyHQ+n24LVGrdZHYK52KmC0Std/rkxyXtL3XirMv9RMlArqfgJ6WXCt8TOVMY+FB1lHQRcDW6ywLKdsUfV0E8SRtMcxrTddNq2+Y8iPtXOed1uIQdX09en8aCyeci3a58msUTeTzxedGprsGqjebUWIIxCPgDO9xVD9ma18MEKbO6ttfCBMdMGfnILDG61KZv8oZ2j1M302n7yquzl/eejRn/TNQil/WU5vIvDFyweIRGBh3WiSgT5zQPz78ugA/sdCiPLghrjvf1j850cJo8fRjrVepcZmtvXlPQ8zDHBOQXykq2v2IN79I6Pb6rRoDkdBz3GHJGgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFA9AsdmOw96RfTnfxcsoYsE+aHr9rqX1x5yRab1Cp4m4faGrY+7b//Q7tAi+hkfaYzgLJJnliKr+lBbrmmSo5XkGlXuVumG3fpde+e9/9gg2qo86VtJIwo7OVeXaiVNiVIeJZ2wZZTzTO0mrTpPIwq6yN1SBukTIs6rf2H/jTvqI/qnVS6dtx5VXh7r56TxWL9umgsXTPmXOvD2AeFtOs/WMRn/vNeTfVm0Yit9lc752y8MFNDXT688WL1ZjBJDIBmB5UNTM6qfsbUvBwjT9v4vBUqjXkmj1fsIrMn6VJavZiFJOn22bixcfcdLre6T0a+/cTjLdsi1ikmgrX/raAgRO4ysHekcPcL3m0L6pEjfkdKyfn7f5KETVk2Ota0a7/bWamsixk8sePPA/nHH1Y3NQxmM/xW4Bu2qWATae2sz0e8Jarl4H4KEbn/MQkIvVv8ltxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEDJCbhzXc6x2RWHvCL6Dx4/LVB2lIi8EpnX9EWYLqEuCsxbH3dFLn/r4O1N/00R0OX1rYiCLlKxScZWwqmIxmlJ2cLVT0CXfMl1ZSuCrx6hXfIseRNmUSNfS7qm+pNrpFVWv6jrUSK3m9qh6ZiUQa9TKZvp3DDHRDaWOlBtIsw2jSjZel6l3vW8ZNGHTNeVdqrnL83Hen+QfpTm9UyR321f771f/FzgmHzZ9MqFkekup+RTFsWDgHUCztDUqO0+S3r1koEzsCUX8kdYaWVZX41flLDe09JLcPng7oP0ufo+Z5tHwRaSIK6m191KlXJbf0uk75lmEEVQty6WhxHb+yYPHTcw7vs+omXR0Pu2jjTjVbXnbI/tpDflVq0NFb28J/Zs6g57P5+385DQ7d+rIqEXvUeTfwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKB0BNy5ru5js50LSkT/0zOd7rXfPz1QepTIvKYvrvykYpFir/zyww0yukRJX/2pA+51N/+sQZyV14hQbbpOWsdELDaJ2ErqFYk5DUHaWx4/AV2iPHvPs7nvJ6BLeb3R7m1fU5eGhXNa5bQVBV1Y6RG3VfsI2n5l/LHUhH5VN6a8pbWIQF1Ttq26rspDKyR4fRGC7fHqlCvGA8di+XWKy6a7kDRKNztToCwIOGv2dKsxhK19OUCYnnT+N/9H3kSQJvlBYM2i41m8BgtJ0um33vGwYAtJ+FUYi/2rrEnlWapuiYTeP9lUjpd2kEdpv6zt069c3nGZfTtznx9rjueXQEdvbazJfXxuF74iodvps96xDwk9v/2UnEEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIVJuDOrRhWErpsj/x2RSjxUSL0ej8EVvsS/ThIxv3/2bvXGMnO807s84FNEBB7WENm1/JuRFfPBwGGkXAEY5rdQ1BuSiZnmjGpDrEWTYHTahIULEsCdig5UpG6sC2RUWaXVHePKFEWZziz0oZYBqFr5Egrb+QIkwj2rryJMNBuHCTwpWEksQFBi4YTWJsP3gqe5hyq5vSp7rqcW1X9PjROXc95399537f68j9Pv/DVH3Re+toP931dhMHLCM9GuyPAmg6UpvsQzxfdnl4B9CIrOkefsoL3RQbQwzzLO+8QbzIm4/zmUQW9l1V6rOx3v2jXdLA/nBOHIrdVHTfpU1ZV8qLna3pM5VnpvvHelzrxXyciZH7A14HBkSn+eNN1AgcKHFm+sJ2sI7b5BwTCdHbh6dqGQlJBlksHDhgvqJVA49TFpnlbzLxNXBsnv/yj1Dyp73w+3nJRXq1maD0bM7O4dan8sPdmXxc5ld+urc5MXyH0c2eqaFtUh6/nKCq/VcmabJvfZ175Z9ER8xCYnW9tj833JfOt3e+ZhNDzm7fJGiiEnsdssg8CBAgQIECAAAECBAgQIECAAAECBAgUIPC3f3r7encQ/fV/+bMHBR93n7/9Q2czA65RLTwd0NwvmJt+rqwAeoSTewW/kzZFuDYqpCe/7C5q26sdRQbQoy9ZYfDoe1EV0OOYWVWzY7wUFRrOsh20ov1BAfTPnft+57FP/F7n15781u5Xr+r+YRt9jbGX91iKPiXjNtkO2s9h2hRjJTleso2LUYbZ17DviQsYkmPHNtaQYffVz/uy+pznOvHA+XsPXINPt+d21tpN4YwCPhPtcnoEbl1+ZbOfOe81w4cHDt/9bH1Dq9fCIbthFgHWsZz4LiQZfm72u66Ny4UkjYWW74nGchaX2OiljUYVYeqZxa3NfnpZUdsOvqC15m792I77a/pdr72u/8/EcR8T09r+mxdaS0Lo/Y/zSV0ThNCndQXQbwIECBAgQIAAAQIECBAgQIAAAQIExkLgb//s9ktJEP1v/uT2zsf/+c8dGIKMSr1RsTfrF9sRsk0HQ7tDolm3I5ybZzXhrHbFYxEojuPsF5Qvsy29guAR1u7Vhzwezwpnx3kpMkDcq1J+UaH3rLDwMBXXs4LzYfXks1c6cysXO7ed+sqer5/5lfO7gfSssV5ESDp9PmMM5zFODtpH1nGLuqAgqy1xrLRxVEbPem1ej2VVXs9r33edffzAtTeqo59uN8+MxYeLRhKosUBj+fxKXnPXfrIDEY13n/vxOIRFGsfWGzUeqprWQ8CFJNnzLs/16JZ3fn4cLiS52mOIeJjAmwIzi/Wu6F3bEPqhQ4cqqyC/tOGz+dChQ3mu6fb1xufmmwuDG2MnMDvfujQOP1skbVQJPf/vVYXQx27aajABAgQIECBAgAABAgQIECBAgAABAtMk0PnzZuM//NnbriZB9D/947f1FYSMir2N97zcM/AZ1YEjpLpf4DuqjUcovIjq0N1/ZOsnfB5h1mhvGSHaOEaEkdMB2rhfZBA8TNLB4aQNRR43AuFZ46DIY2ZdCDFoxep4feLTvT35gd/ZEzzPCqP/wq9+rfPS1364Zx95XnCRFcQu+iKGZG6lz2mMreS5MrZZFzYUvZakLxwZ5sKGLJu3n/lsX+vuanvu4KqF0/QBpq8ERhA4snxhJ2s+eiynwMDJ3/7rJIRR460A6whzqMq3RgjFXM1pri5n72ccLiQ5PN9ar3IcOvZ4CMwsbm1XEPTu+3v2CtrWmVnc6qt9NyxsLFXSvoVza+Mxuoptpc+57M+nUVyKPWP2XqRAXDg6O9/aqfHPFdddvCeEnv/8FUIvcobZNwECBAgQIECAAAECBAgQIECAAAECBHIQeCOIfvtOEkR//V/+bF+ByKjc288fgCKEHIHeCN9GcDRuFx0WjXbFMSKQmw7LdgeK43YESYuqyJ32ieNE+D7dhrhfZCg72lFFAD3OQZZ/kYHlrPB4hIfT5+Kg+1lB9n4D6EkoPSuIHh4HHbvf57Mqc5cxt7IC4Hc/9npu/eqn/+lAeMyrft43ymvSYzmPCwpuO/3Fvtbb0+25nbV2U1XAHD7z7IJACBw5df7yKOuB9x4cLDh84pnrwhh1C40cvvMp/1lijJcDF5IcPAdHWqdOnf/3dZuz6fa85fjTx8Z4CGt6CQLjEKKuJOTdZwg9TlElIf6FLReJqYReyM/2JSw7DlGgwOzx1lr6e4G63hdCz//7VCH0AieXXRMgQIAAAQIECBAgQIAAAQIECBAgQCAvgc6fN4/9hz97I4j+N39ye+e3/sXtfQUj3/GpjxXyx6FRQhMRwu0VuO4Of0fIOALLoxxrkPfGsdIh1qQ9kxhA71XxParAD+I26GuzQv6DBrPj9cm5SbYf/Mzv91UBPQmgJ9uVj3xjz77yOt/pvhZtm5yLKgLgybGTbXouFV0BPi4gScZCsh11/Yj/JvHIa3f0tdY+2m6u5LXe2w8BAocONU5dWEvWE9v8QwJh2lj6x7UOsQqwjvdK4EKSYuZt93pY8wtJdsZ7BGt9GQIzi1uXyg95bw40Nstv31bfldDjHM0snjtTSRtPbEz9RSbd67Hb+XzmlbHuOEaxArPzrSt1DZ53t0sIPZ852732CaEXO7fsnQABAgQIECBAgAABAgQIECBAgAABArkJdP68uZRUQ/+//7f+Quir7bnO7R86W2iouPuXzvvdjkrMWdWrk8Boso2g7qjh0f3akfVcVsXqaE8EaYuuwt4rkJ9XEDqrv/FY1rmI0HSE03u9Z9THs5yHCSdn7Wdu5eJQIfQIo7+Qqn4/TGX2tE2M4WRMJ9uiz2m0ISugP4xxuj+D3I+5nvQ52RY9j6LqeXKs2MbcHaTN6ddGAP2B8/f2FUBfbc9dzm2htyMCBHYFGqcuNtPz0v18wwKNk1/5cXcYo2a3t02F8RZwIUm+8zVr/Wvc84U6X0hyabxHsNYXLrC00agkPL24tTlI3ypq45W+21id49TP8ax12WOjffb1Pe69sLYCjYVWs2Y/U2T+5ych9NHmatZaJ4Re22mpYQQIECBAgAABAgQIECBAgAABAgQIENgr0Pnzt60lQfT/8X/5+30FJKOS722nvzhSIDPrF8z9PBaB5ggMpytCd4dFk9sRii4jpNvd7mhfrxB4tLno4GyvYxftkHXcogP3YZ2ujh33hwm9pyt9f/L5Pxg6gB4h9Mc+8XvXBZjj3HePk2Fup42H7eugx06HsWN+DVppftBjpl+f7nsenuljpO+nL6oY9UKCu84+3tf6utqe215rNxt7V2uPECAwqsCR+y9cTc919/MNDMwufjozmFGD8MjUh9tGnT9Vv7+xcrFhvuY7X9Oe9b6Q5Cn/IabqSVjz41dVwfumhY3mIDS1D6HvVkOvqKL80sZU/wyUXpPdH/0zb5C56bX1FTg831qvwc8S+/6MI4Q++nxNr3lC6PWdk1pGgAABAgQIECBAgAABAgQIECBAgACBTIG//dPb15Mg+gvf/Y/7CkpGED0q+6Z/SVzU/Qhvp4OoSdg8vY3waNmVz6PfEcyNquvp9sT9eHyYcHS/nvuF34sOoEdV7Kw+F30OssZDXKDQr1n369KB41978lsjhdB/aW1v1fLu4w16u8pq5OkLPsJq0PaP+vr0xQZFV2KP+ZQe08OOrej7Oz71sb7W1fhPE2vt5lLmQu1BAgRGFrj1/gvro65H3r9/wOCWd35+34BGdQESAdaRJ1ANduBCkv3nXx7rU10vJGkcW5/qcGoNpl/tmzCzuLVdQcC7/wrj1wQraGNnZnFroHbesLCxVEk7F86t1X6gFdjAPNZw+7j+c7LA02XXJQvMzre2q/s5onXgzzdC6NfPvTzWIiH0kieZwxEgQIAAAQIECBAgQIAAAQIECBAgQCAPgb/9s9svRRD9b/7k9s5v/G6zr8DkA+fvLTSIHkHQfqueR2A0QslFB597/SL97sde31OVOwmxRruKDqD3Cr8XHUCP/Sf97N4Wfdw4z93Hi9th0Ov8HPR43iH04+97dU/7DmrDfs9XVY08Lv5IOxd9btMOMbfSbSj6Pwrkecy3Zvvq2QAAIABJREFUn/lsX+tpBNBX20fX81jP7YMAgWyBxv0Xj6XXGPfzDQw07n3xR3UMiGSPCI+Om0Bj+cIZczbfOZv2bCydPTBoVcEcvzxuY1V7yxUYp9B0JeHuAUPocfYqCfUvbF0td+TU62jp9dj90T/v6nWGtWYUgZsXWksVfP/R9/dEQuijz9f0mieEPsqM8V4CBAgQIECAAAECBAgQIECAAAECBAhUKJAE0f/tv+mvGnqEJu/ZfGTo4G/6F8zJ/Qi5Pvnc9/YET9NB1LgfFZKjKnJUik7eX/a2VyXwaN8o1ZP76UeE2+sWQC+6z+GS1edRLkCoewg9XQm8rGrkMb66jx23+xmXeb4mXfE+KrPnuf+sfeV1zLc+sTFAAH1uoAqFFX5UODSBsRY4snxhJ2veeyyn4MCp8z+pYUBEgHWsZ+1PG+9Ckpzm6XLv/dxy34t/Wbc5fPjOp878dBS4RWCvwMzi1qXyw92bO3tbcvAj5bdza+BK6NGLmcVzZypp64mNYwcrTuYrfC/a+7NpWJvJHCnT26vZ+dalun2PkrRHCD3/+SuEPr1zXc8JECBAgAABAgQIECBAgAABAgQIEJgAgf/wZ2+7GhXRX/+XP9t3ePKus4+PHAqNysMR/OwOvGaFzpPHIoQcYfUiK4wf9IeuCL5nhaGTcPwooeiDjh3P1zGAHuewn7aP8pqsquCjHjcdQv/gZ36/c9uprwz9tfKRb1x3EcUo4e0Y58m4T7YxX0YxHOS9cazwia+iK5Cn25UOwUf/46KP9Ovyvh9B98Q6tsOMr9tOf7HzyGt39LWOnm7P7ay1m40J+AjRBQK1F7h1+ZVLea8Z9nd96ODw3c/2XTUwCW4Uuj3eWqv9wNTAvgWOLF/YNueun3N5exQ6H+dbA68PjYVWs+8B4oXTJ7C00agkLL24tTkMdkVtHfxi1+pcLw3jOgnvyXstt78LnUkYF/rwU4HGsfXG7Hxrp27fp0R7hNDz/95UCP2nY98tAgQIECBAgAABAgQIECBAgAABAgQIjJ1A58+bjSSI/lv/4va+ApRREf0XPv7JgYOhgwbPkzBo0eHufv5YF9W+ewXmI5hedGX2CAOng7JJaDZCy/30YdjXxLGz+j5MUHfQNoRr0s9kG20Z9WKEdLD9pa/9cOgAeoTXP/n8H1zXzlEql6fPcxmVwAc9L0W9PiuAX3QQPmuMDRr6b7zn5b4D6LF+rrWbS2P3YaHBBMZUoLF8fqWoNct+3wgfNN71hb+uUzhEgHVMJ2uPZruQJP+QT3rtqtmFJNs9hoKHCewKVFWx+6aFjaEujhibEPpuNfSKKswvbUzlxbnptdj90T/vLJOTJzA7/9RKnX7OSNoihD76fE2veULokzd/9YgAAQIECBAgQIAAAQIECBAgQIAAgSkTSILoP/4/3tb5jd9t9h1Ef/uZz+4bfo6g8DDB8zpUPU9+GR4B1XTV7CQMHdsyqjT3CoHH8asKoMc5SoyK3GbZ59HnGJfd5zFun/zA7wwVRD/+vlf37CsuWhjGJS64SLdr2H0Nc/yq3/Pkc9+7rv9lBPDDN20+yEUOEUB/4Py9fa+bq+2j61P2EaO7BCoVaKxcbFS9tk388U/+dp1C6FcrHXAOnruAC0nyD/mk16TGu8/9OAlVVb29+XhrqGrTuQ88O6ytwMzi1nYFwe7BK4tfE6ygrZ2Zxa2h2jtzYuNYJe1dODeV/8EkvRa7P/rnXW0XLg0bSWB2vnWl6u9P0scXQh99vqbXPCH0kaaJNxMgQIAAAQIECBAgQIAAAQIECBAgQKAeAkkQ/U//+G0DhCnnOukgeoS2I9SZDpOmQ57p+xE2jUB3vD/9i+iq7kc/siqAR9vj8UGrJQ/TjwglZ7WhjOP3Cr9HAH2QkO4w/Y73ZIWDR6kwnm5HuuJ4VEOfW7k4cBD9c+e+vyfEPOw4Tofu4zyXYZ22qeJ+9DO9LpRxkUfafJAxNngAfW6oQEg9PiW0gsD4Chw5df5yFevaNB3z8IlnOulwRhX3BVjHd57u1/JpmkuV9LVGF5LcvNDy32L2mwxT/twNCxtL4xaSrqS9Q4bQY3jNLGxdLb3NC1tTeQFZJev9cv7B0Tr1Y8qXyIntfvyXo9n51k4VP1v0OqYQev5riRD6xE5hHSNAgAABAgQIECBAgAABAgQIECBAYNoEkiD6t7//9/sOoj/y2h2dt3/gq7sB8nSoNx0oTd+PgO0Hn/luJ4LWdfrD1UHVzyOkWkYwOCp+p83ifrhFQLxIs6oD6HEOop/d/Y/7w4a7s6we/ui3r9t/HCsC5T/zK+f7DqJ/8DO/v2cfMaazjnfQY2He3d+4HW086H2T8nzWRQd5nu8sp6zge7Qj67VZj92z+Ujfa+Vqe257rd2cyn81P22fpfpbP4HG8oUzWXPYY/mFB25ZOvuTXiGNMh9/y/Gnj9VvBGrRqAIuJMlvrvZa92pyIcnOqGPF+ydbYGZx61LpAenFzZHGZfnt3Rq6EnqMnpmFc2uVtPnExtR9fvdajz0+/GfeZK+A0927w/Ot9TJ/pjjoWELow8/TXmucEPp0z3G9J0CAAAECBAgQIECAAAECBAgQIEBgwgSSIPpLV/5e3+HKCKKvtP7ZngBtOlAb95PgeRlVxHv9Ynu/xyP0mw4/J/2IxwcJqO53nIOeywpIJ36THkAPm3R16uh7EYHsqOqenN9kGxXRj7/v1X2D6L/wq1/bDawn70m2owTlI7ye7CfZFh3CPmgclvl8+lzE/aKPn3WhR7/z666zj/e9Rp5uz+2stZtTF6yYsI9H3Rljgcapi82i15Np33/j5Jd/dFBYo4TnRwoKjvEQn/imu5Ak/6BPes1qLP3jf1/CHD3oPyZcnvjBrIPDCyxtNCoJRy9ubQ7f6EOHKmrz8P99add5c6eCdl8axXkc35teh90f/bNuHMeBNvcvMDvfulqD71V2v5cRQh99vqbXPCH0/ueCVxIgQIAAAQIECBAgQIAAAQIECBAgQGAsBCKI/v/+ydv+zW/9i9v7DllGEP1D/9V/tydEG2HaqJD+/tZ3OnUNnscvvqMaezoEmwSBYxuh6LICwVlh5GhDtK/oCuxVV0CPc5FVEbuoQHKv/u56n/t+Z+Uj39gNpEfoPILpJz/wO50nn72SOc7jPRFqTv8hpZ/7Mbbi/d1fw1ZU7+d4dXtNVv/LuOAjPddirerHZpAA+mp7rnO63Vwbi8VfIwlMsMCR5Qvb/cxvrxk+UDC78PRBAdOin5+6ANsET9nruuZCkuHnZb9rWuPkV35cebDreMv3S9eNfHe6BWYWz52pIBjduWlho9ndjkFvV9HmmcWt4UPoUQ29qorzSxtT9V+j+l2fva7/z8BB56fXj5fAzQutpcq/V5lvCaEv9z8nB1m/hNDHaz5qLQECBAgQIECAAAECBAgQIECAAAECBPoSiCD69h//3P/+G7/bHCiI/tEvfHs3SBuh4QiR9ltVeJBfTOf52gi/poOo3UHgMqufR8A8qwJ4tGdaAuhxPrIq0Rc5jmLfL7/6v14XAO8eA/3eHjaAHuM5awyGRZ5jvc77iotU0s5FX3ARHumxFu04yGnQAPpq++hI1RP7WrC9iACBAwVuXX5l86D57fnRAgW3vPPzRYfM99+/AOuB82CcX3Dk/gtXzdHR5uhBflVfSNI4tj5VAdRxno9VtH1mcWu7gkD3SGHucKqgzZ2RQ+gnNo5V0u6Fc1N1IcpBa7LnB//Mq2JtcsxyBW4+3tqsQxBdJfTB5+dBa5oQerlzydEIECBAgAABAgQIECBAgAABAgQIECBQmkAE0f/4377tT6KSb79fURH97zzy1QODnAf98rno5yPg+vBHv70nhNodhC2z+nkEjiNo3n385HYZFbGjEnw6kBvHLyP83n2uswziPHW/Ju/bYZ9YD7MNt1EC6FnHL+Oc5+04yv7SY+/J575X6DmPtsZ/Zkif74P+W8PgAfS5kYMrpS34DkRgwgXij9qjrFPee3DQoPHuc5VWUhZgnexJ7EKSg+fgqOtUxReSXJ3sEax3owjcuLixMq6h6EraPWIl9DhXMwtbV0tv+8LWVK0Do67Z3r/3c3GUdcZ7x0Mgvt+fnW/tVB1EF0LfO/9GXZOE0MdjDmolAQIECBAgQIAAAQIECBAgQIAAAQIEhhKIIPrv/eu/93/1G0KP1z1w/t5O4z0vFx4iHfYX3BEYfv6rP9gTQE0CqaOGigdtV1TiTodwk7b0U5l50OOlXx8eyfG6t2UH0CNs3n38uB0XAqTbm/f9XtXn023Jup/HhQpZVdDjooC8+1nX/Q0TBs+jL+nq6zEH99vvEAH0q2vtpoqeQ33yeBOBYgSOLF/Y2W+ee27EMMGp8z+pMBDiop9ipk1t9tq4/+Ixc3TEObq8//sb9774o6rm8OH51nptBpuG1E7ghsWty6UHohc3d/KAKL/dWyNXQo9+zyycW6uk7Sc2juXhPg778Jm2/2fSMD7jcN61cXSB2fmnVqr6fiU5rhB6/vNXCH30uWEPBAgQIECAAAECBAgQIECAAAECBAgQqLVABNFf/p9+9sfjHkSPYO9+4fMIGUcwNaqkD/MHr2He0ysAHm0Zpbp2v23pdfyyA+hxbtIh7wgFR5XwfvsyzOuyAtDPbPyrzoMf+eZuAD7dprgfNjFO8mhbVhX0MoL3w1gV9Z6oet7tHHO0qGN17ze9FuxXfX7QAPrp9tzOWrs5NQGKWn+AaRyBLoEjp85f7l4H3M4/PHD4xDOdJJxR5vbwnU+d6TrVbk6ogAtJ8p+z162DFV5I8pbjT/u+aULn7ajdumlho1lJGHpxa3PUtsf7K2r76BdmLW00ZhY3dypo/6U83MdhH9etvwdcJOS1/X3+jcN518Z8BGbnW1fK/FkjfSwh9P7m5CBrlxB6PnPDXggQIECAAAECBAgQIECAAAECBAgQIFBrgQii/5f//e3/zzgG0SPgfFC163g+KpIP8gvyUV+brsScBHEjfB3h6FH3f9D76xJAj9B/ViX4okP4cdx0EDnOQVa4vKixMe1V0LNC+DEvDhq7oz4f5zOZb8m215wbNIAea6QAeq0/zjRuigUapy6sjbp+eP/+gYPGu77w1+mQRhn3BVinY2LfuvzKJXNw/zk4qs/hu5+t4kKS7ekYwXo5jMCNJ7bWKwhCdyL8Pkx70++pou0zi1ujh9DfCNBfKr/9mzuHljam4r9Jjbpee//ez8P0/HN/cgUaC63m7Hxrp4yfM7KOIYS+d/6NuiYJoU/ufNUzAgQIECBAgAABAgQIECBAgAABAgQIXCfwrT/42Z/7+D//uYEqoj/09ROd205/sfBQadYvu/sJn0cIuVf4NGufeTwW4edeofhoT1GB5+62Z4WfI4xbdgX0aFOWxX5Vqbv7Mcrthz/67T1B5DIC0EmbswLYYZE8Pw3brHOQdRFA3hZZF4Bk/QeEYQLop9vNtesWTncIEKiNQGPlYiPv9cT+rg8gNE5+5UdZQY2CHxNgrc0sK7YhLiS5fr4Vsf5UdCHJ1FQ+LnaGTObeZxa3tssPQucT4o4zUkHbO7mF0E9sHKuk/QvnpuLnqSLW8Gnf52SugnrVS+DwfGu94J8xel6YJ4Se//ekQui9RrrHCRAgQIAAAQIECBAgQIAAAQIECBAgMIECa+1m84lvNP+/QSqiP/LaHaUG0fsJn0fl7QjAlv1HugiYZ1XfLjMA3iuAHgHorCBukUZZIeTwKbodWZWwyzhut2XWeYix2/2aom5H0PvBj3yzU3S1+YPan54LZYXw08d98rnv7XEfJoC+2j66PoHLvi4RmCiBI/dfuHrQ2uT50UIFs4uf7hnYKCIocvPx1uZEDVKd6SngQpLR5mZfa9vJ367gvxk8tdLzpHtiqgVuXNxYGfcQdCXtz6kSegy+mYWtq6X3YWHr6jQM/L7W5OUS1v0JOsY0jBt9vF5gdr51tYifLw7apxB6/muTEPr1Y9s9AgQIECBAgAABAgQIECBAgAABAgQITLzAWrt57IlvNP993YLoEajNqqodAe/kKwmfFx1yzvqDYrQvjp+0pXtbRuXv6HNUOu8+bnK7jOOnTaICfXL87m0ZleCzxkmZFfGrrIIegevEO8ZD+ryUdT/mQ9KOZFtGKD7rAoT0cYcLoM+p4jnxn346OAkCt95/Yb2sdW5aj3PL0tmfHBTcyPd5AdZJmJv99uHI8oUr0zq3yup32ReS9HvuvW76BG5Y3LpcegB6cXMnT+ny27+VWyX0cJhZOLdWSR9ObBzL8zzUcV9lrenTdJw6nmdtKlbgLcefPpbvzxWtvi6mFUIXQi92ZNs7AQIECBAgQIAAAQIECBAgQIAAAQIEpkRgrd1cGiSEHq8tqiJ6BEjTlY2TUGv3NoLWEf6t4o9w7299Z0/gNmlbVKQuuk3R7zoF0KM9WYH8MiziGIl9si2rAndynruD4EkbygjfR6X15HjJtqo5kb4QIOZw4lPkNmsudl+UMmQA/fKULP26SWDsBRr3XzxW5Bpj3xc6t9z34l+WGAbJNSw49gN8CjrQWL5wxjzLP/jTbVryhSS+h5qCeTtMF29a2GhWEn5e3Mr1v2tU1Icrw5hnvmdpozGzuLlTQT8m/gLf7nXX7Xw+1zLHsAcnXiD+K1KJP3vshtSF0POZs91rn0roEz9VdZAAAQIECBAgQIAAAQIECBAgQIAAAQLZAqfbzbVhguhvfWJj5LBpBGcf/ui3M4PMSbg22VYZPo9wazpsm7QrQtgRCu7+pXsRtyPcnBX4jnaUEfpO96lXRfYyqrFnhd/DpswgdlYQvIy+x3nIGotl9j0ZC3HMZB4k25jPyfNFbtMXrMQFAXG8xnte7tyz+Uhn0DVttT13da3dbGSvkh4lQKCOAkeWL2wXuc7Y94W+KgjmFBYRYK3jJCuwTS4kyT/0k16zGvd96a9ymp8HrgWH73zqTIHDxa7HWODGE1vrFQSfOxF+z5Otij7MLG7lF0KPauiLW5fK78fmzqGljYn+GSu99ro/+udbnnPXvsZHoHFsvTE739ou63uXOI4Q+ujzNb3mCaGPz5zTUgIECBAgQIAAAQIECBAgQIAAAQIECOQuMEwQPUKebz/z2aECpxHgjcBuElzdb1tl+Dx+mR5t7RX+jqrkZYR/o0p8rzbEc+lf+pdxP+v8hUd3Neqi2pEVwi4r/Jz0KasNZYyFKsPvSd+TbdYYKMMgLshIrxkxDyKA/sD5ewXQc/+EsEMC9RS4dfmVS8l6ZJt/gCBMD9/97IHh01yCIsdba/UcZVpVpIALSYqZt93r4ezC06XM4cZCK9fAb5Hjzr7LFZhZ3NouP/icb3g7xCroQyf3EPqJjWOV9GPh3ER/xnevuW7n87lW7irlaHUSmJ1/aiWXny3mW319/yOEns+c7V77hNDrNKO0hQABAgQIECBAgAABAgQIECBAgAABAhUIrLaPbg5RPbjvIHqEkyMoGkHldIA0fT8C1xEqLiPQ3P3L8vTtaEO6bcn9COCW0b5ebQijCOOm21zG/aw2RXvKCCBH1ffkHCTbGFNl9Ds5xt2Pvb6nDTEekueL3FYVfk/3KcZ++sKIsgze3/rOHv8j//n5oQLop9tzOyqgV/CB45AEchBoLJ9fSa9N7ucbJGi8+9yPywiCCLDmMCHGcBe3Lr+yac7mO2fTnre88/N9hbBGnOdXx3D4aXIJAjcubqxMSui5kn7kXAk9TvnMwtbV0vuysDXRa0R63XV/9M+1EpYnh6ixwOx86/KI35f0/b2PEPro8zW95gmh13hyaRoBAgQIECBAgAABAgQIECBAgAABAgTKElhtz10aJoh+57Mf7hnAjaB0hFPTgdUkQNy9ff6rP6hF+DwCtllh36StEYRO/6I97/vRhnBLjtm9DaeqAuhxIUF3W5LbUaE7b4P0/iLknjWOyrYI/6TfsY02lXFBQpZ9WcHv9LnIuhChjDEQ7Uj7/9I/vNR55LU7Bq6Afi2Afqys9dVxCBDIXyC9Nrmfc5Dg5Ms7JYRAJjqclv+on5w9upAk5/m6vHd/ZVxIcvPx1ubkjEo9yVPghsWty6UHnhc3d/LsQ7Kv8vuxlXsl9OjLzMK5tUr6cmJjYn/m8r3n3s+eUU2SeWc7nQJxcersfKuMn0E6Quj5z18h9Omct3pNgAABAgQIECBAgAABAgQIECBAgACBPQLDBtHvOvv4myHkCORGULufqucR4o3XRcB21D9W5fH+CNJmBZ2jnWWFvyNs3csuHi8j8JxlGWHv7vB1cruMUH60J+vCgAhDZ7W1qMeyKrGX1YZ0+DrGaRnV57Ms022JcZn1urwf6x6D0f+l3zwvgL5nFfcAgekROHLq/OW81xn7uz6McPjEM31XExwmsH54vrU+PSNWT9MC5tv18y13j1PnfzLMvBzkPTcvtJbS59V9AjctbDQrCTsvbhVyUURFfbmS+0ha2mjMLG7uVNCfS7n3pSY7zH3dzrigaNqOUZNTqxkVChy+86kzg3wvMuxrhdDz/z5UCL3CiePQBAgQIECAAAECBAgQIECAAAECBAgQqJvAsEH0B87f21l58huZQeUksNy9jSrOZVVP7ucPd1nVnZP2Pvnc90oJf+8Xgq+q6nXYRfg3K5xfVpuywt9lBZ+TsRPh/7RBhLHLuCggqwp6WeH3pP/JNqstZV1E8v7Wd3bXl3B/96dfGLj6efynBxXQ6/aJoz0EhhdoLF84k6xNtvmHCMK0sfR8oZUI33L86Ymtjjr8yJ6ed7qQpJh5270eFnwhSSFVp6dnBkxuT288sbVeQdC5E+H3IlSr6MvM4lb+IfSohr64dan8/mzuHFraaBRxbqreZ/d663Y+n2lVn1PHr4fA7Hzr6rDh8n7fJ4Sez5ztXvuE0Osxf7SCAAECBAgQIECAAAECBAgQIECAAAECtREYJYj++OfaPYPoER6N8GxVFZy7fzme3N6v8niE0PsJ+0ZIOwKyWdW647F4Ll6THDNrmxW0TkLwZVUbz2pXhKzTla+jXdGvrNfn/Vicn3T4O45/kGfe7UgC0Mk5iW0Z4ess//AoI/yeZZiu0h9jI+t1RTwW/Y7jL65/QgC9Np8WGkKgOoHGqYvNItYa+/xpIKFx8is/7jfIMcTrBFirmz61OHLj1IU18+2n860Ii8a7vvDXQ8zNfv8DwsRWN67FBBnjRswsbm2XH3QuJrQdp6GCvnQKC6Gf2DhWSX8Wzq2N8ZDu2fQi1u1p32dPbE9MlUBcqFrg9y+73+cIoef/PagQ+lRNU50lQIAAAQIECBAgQIAAAQIECBAgQIBAfwLDBtEfee2Ozj/4zD+9LjgclcTvfuz10sKq/f7hLsLdWQHnCBhHuPagoHNULs8KnncHlbtvx2vT1d8jTBw+3a9LbkfbqnSLtqVDx9G2eKysEHTW8fu5MKDfMdDP62IcJOck2ZYVwo++JsdMtmX3PzGKsZu0IdmW1ZaYBx/+3P/QefcLvy6A3t8S7lUEpkLgyP0XriZrlG3+QYIwnV14ut9A6qCvE2Cdilnau5MuJClmznavhY2TX/lRYSGu462JDJX2HrGe6UfgxsWNlUkLOVfSn4Iqocc5nFnYulpBn7b7GT/j9pru9dbtfD7Txm0MaG9xAjcfb20W9j3MfKsjhJ7PnO1e+4TQi5sP9kyAAAECBAgQIECAAAECBAgQIECAAIGxFhg2iL7anuv80if/cec/+9Dv1qrqefLL8f2C3xGujVD4QSHrrMrYSTD3oG28N9oS4easkHW8Px4/KASf9KeIba8AegTjy6pknxXADpci+rvfPrMuNEhfTLDf+4d9Ls5B+iKJuDjioLE57PEOel/aIdpWVltOPPHPOg+cv1cAfaw/UTSeQP4Cty6/snnQ2uX50QIGt7zz84OGy/t8/VMr+Y8Iexw3AReSjDY/+1nfZhc/3eecbA30usax9ca4jTftLV7ghsWty+UHnDcL/c8a5fdnq7BK6DECZhbOrVXRpxsWNpaKH4HlHqGfNdhrBvucK/cMOlqdBeL7jNn51nZRQXQh9MHmZj9rmRB6nWeUthEgQIAAAQIECBAgQIAAAQIECBAgQKBigVGC6Hedfbz0wPBBvxiPisrpYG8SGo/Hozr6fvvoFc5O9tHv9tNf+Fc929FPCH6/No76XK8+hk9Zwfisqttx/LIC8Inhfb9+eU/17w8+8919x0jy3lG3WRc6RHtG3e8w78+qBl+Ww99dfbET/2EhLm4Z9Ot0e25nrd08VvEy6vAECBQkEH/oHmZN857+Qwe33PfiXxYR/hBgLWhSjNlub73/wrr52P98HMbqlnd+/m8KmMNXx2yoaW4JAjctbDSrCDfPLG5tFtm9ivp0pbA+LW00ZhY3dyro18T9B5Rh1mTv2f8zr7Bxb8djKXDzQmupgO9hdi+6E0Lffy4Os1YJoY/lNNNoAgQIECBAgAABAgQIECBAgAABAgQIlCcwShD9vi8/2Gm85+VKgrPdvzSPYHWEu3uFxPutPN5rHy997YedD37m9zsnP/A7nePve3X3K27HY72OmfV4VP/ubncVt7P6WGYAPc5VVPxO+xx0gUDeVtGO6Hd3O+J+PJ73sdL7i7B993HjdpikX1fW/Qicp9tTxgUBbz/z2YGD50lQXQC9vM8IRyJQpcCR5Qs7Za2FU3mcUy8XEWAtLlxX5WB07IEFGvdfPDaV82o5/+BPL8ciLiQ5fOdTZwY+2d4w8QI3ntharyDY3Inwe5G4VfRpZnGr0M/JmcWtS1X069DSxkT9B4Ve667Hh/+MK3Iu2/d4CszOty4XEUQXQh9+nvZa44TQx3OOaTUBAgQIECBAgAABAgQIECBAgAABAgRKFRgliP7Q1090bjv9xcoCtPtVP49gbb/B7whBp4O4cf+xT/xe52d+5XzntlNfyfyaW7nYefLZK5nvTfYX4eao/t3rl/llPZ4VNo5VBWZ7AAAgAElEQVQ2llmBOysEH4+VZZAcJ6sSeVlB+KzzEOM4aVuZ26xAfBlV0OM/KSSB8kG3Auilfjw4GIFKBW5dfuVSmWviNB7r8N3P7lYMzCsAIsBa6ZSp3cFdSJJ/CCi9TuU1d5P9vOX40/7LTO1mUvUNmlnc2i472HzD4tblontedp+uHa/YEPqJjWPV9OvcRF3Akl5r3R/986zo+Wz/4ycQ/z1pdr61k3wPktdWCH30+Zpe84TQx29+aTEBAgQIECBAgAABAgQIECBAgAABAgQqERgliB4h0qhqnP4ldZH3D6p+HpWlf/7hV/tqU1ZV7AhnR7XzXuHz9OMrH/lGZhD9uS/9604ZVaX3s47+ZQWfyw6gZwX9y6o+3u0TFwQkFwgk26iW3/2aom5nHfvp5/+wlGNn9SlrXBQ5XhvvfanzwPl7BdArWeUdlMD4CTROXVjLWrs8ll+woPGuL/wor8BH7Kex0Cq0au34jeLpbrELSfKbq73WvZwvJNme7hGr91kCNy5urFQRao7jZrUnz8eq6FfRldDDZ2Zh62oFfZuo9aPXmuvx4T/X8py79jU5AnEBa54/i+z+PHLPC9vm6vBzNctOCH1y5pyeECBAgAABAgQIECBAgAABAgQIECBAoHCBUYPoUd248Z6XCw/URuXuCC8nAeL0NqpcR/A66xfnWY9FtfT0Pn7tyW/1HUBPAulRNT29n7Kqa2f1Kx4LhwhYp9sV98usgB4XBGS1oYoK8VkeZbUjAudph7KOnR4jWVXQi6xK/9YnNjqPvHbH0AH01fbc1bV2U3XOwj8JHIBAfQQaKxcb6bXL/XwDBUdO/vZf5xj8mKgAWn1mwvi2pLF8fsWczXnOLl+/v8a7z/04rzl88/HW5viONi0vSiAqkk9qoLmCfnXKCaGfW6uibzcsbCwVNQ7L3q/Prus/a/LwKPscOt74CMzOt67k9b2MEHr+czfmvxD6+MwnLSVAgAABAgQIECBAgAABAgQIECBAgEAtBE63m2tR2XzYr6hyfNvpL/YdAB/kj1kRms0K8Sah3qh+PkygN96X7CO2nzv3/YED6EkQ/YX0vkqqsJ3lWJcAerQjbRzOEf7PaneRj2VdcBAXLRR5zGTfEfrvHmdxOyqRJ8+Xvc2qgj7M/Omn3e/41MeGXlOurUURQG/UYpHUCAIEShU4cv+Fq/2sM14zfOBgdvHTnTyCHwKspU6NsTiYC0mGn5d9r2knX97JY/6+sY+nCq88PRYDVyPfFLhpYaNZRZj5xhNb6282osAbVfStjBD6oaWNxszi5k4F/btU4Okqddd9r8GpC4O8r/fnXqkn0MHGSuAtx58+lt/3Mq1OQyX03H/PKIQ+VlNKYwkQIECAAAECBAgQIECAAAECBAgQIFAPgVGD6FHt+O1nPpvrL72zwsPdgd5Bq58nfxzMqtB98gO/M3QIPd7b3a64PUhV9qRdo27rEkCPfmRdOBCPjdrHQd+fVfk7KuqXdX6ygvjRpkH7kcfrsyyKOCfxnxHu+/KDAuj1WNq1gsBYCjSWL5zJY92zj96hoFuWzv4kj+DHzQutiamAOpaTpaaNPrJ84Yr513v+5WFz+MQzuVxIUtMhpFkVCkQYvIIgcyfC72V0u4q+lRJCP3To0Mzi1qUq+hcB+DLOXdHHyGNtto/rP/uKPmf2P94Ch+db63n8PBL7EEK/fu7lsRYJoY/3/NJ6AgQIECBAgAABAgQIECBAgAABAgQIVCbwaLu5cro9tzNsRfR4311nH+9ECHWUX3hHZeas8G4S9P7ci380VPXzpE13P/b6ntB4UtV8mO3cysU9+yuqunTSh/Q2gvW9zKIad/r1Rd7PunigzOB3d9+ywvBx/rtfU9TtLId4rKjjHbTfMqqg3/6hs524IGWUNWS1PXdJBfTKPgYcmEAtBBr3Xzx20Jrm+dGCBo37vvRXOYQ+dmoxYDSidgIuJBltfvazvt2y9I/+XQ5z+HLtBo8GVS4ws7i1XXaQ+YbFrdLGYtl9u3a8K2Wc2JkTG8eq6d+5M2X0r+hj9LP2es1gn29FnzP7H2+BxrH1xux8azuH72eE0Av4Dw1C6OM9v7SeAAECBAgQIECAAAECBAgQIECAAAEClQqstZvHRg2iP/T1E53bTn9x4LBtVGp+8rnv7Ql0J+Hz2OYR4k2Hgz937vtDV0FPQusvfe2H17W7zOB3BNAj5N3tlNwusx3xB9msgH+0JdpY9h9sH/zIN/eYxPgqox1RaT19TqoK4kd/y6iCfuezHx41fB7vn5h/517pQu7gBCZA4Mjyhe0y1utpPsbswtOjVlIuLTQ4AUN6qrrQOHWxOc1zq4y+N05+5ccjh7aOt9amamDq7IECNy5urFQRYo7jHti4nF5QRf/KqoQeRDMLW1cr6ON2Tqen0t2UsXZP2zEqPaEOPhYC8V+VRv5+RiX0Qn7PKYQ+FlNIIwkQIECAAAECBAgQIECAAAECBAgQIFBfgQiir7bnro5Yzbjzjk99rK9fhEdgNx0MT0LUyTYqWkeQNo8/2qWP9cnn/2DkEHrsI2lrbPMIy/fT1wiZdx83uR2B5yqqsaeD19GeCIP305c8XxNjJd2WuJ/XGDqorVlVx6twSNqZ1Z68xkdccPLA+XtHDqCfbjcnooJefVd2LSMwXgK3Lr+ymaxhtoNVnezX65Z3fn60ELoA63hNqpJb60KSYuZt9/we9UKSxkKrWfKwcLiaC0RF8kkPMFfQv065IfRza1X08YaFjaWaD+8Dm9e9vrqdz2fYgeheQODQoUOz863LowbRG/e84ALmnKuhC6GbngQIECBAgAABAgQIECBAgAABAgQIECAwssBau9nII4h+35cf7DTe+1LPEHKEqJ//6g8yg9QRYI7gcN7VvNMh9DwqoSfh72Sbd5uz/gia7kdy7DAru/J4XEiQdR4j/JzV9qIf+9yLf7RnTJUVAo9wd3Iukm3YFN3nXvsvsgr6L3z8kzmEz+d2TrebKnGOvGrbAYHJEmgsn1/pta55PJ9gUOOXv/gXowQ+GsfWG5M16vQmTwEXkuQzT/db70a8kORqnufbvsZf4KaFjWYV4eUbT2ytl6lXRR/LDKEfWtpozCxu7lTQz7H/j1b7rbeeG+4zrcy57VjjKxA/U8zOt3ZG+rlECD333zkKoY/vnNJyAgQIECBAgAABAgQIECBAgAABAgQI1E5gtT13adSK6I+8dkcnwqrdf7iLoG5UN09Culnb97e+04lwc/f78rh992Ov7znuz/zK+aGroc+tXNyzv7yqTO/X3yyzCF+XHUCPNmady2hLEedvP5N4LiucH+076H15PZ9lUcZ46NX+Iqqgx4UlcYHJqGvD6fbcTvznhdotfBpEgEAtBHqtax4fLgi0x+3U+Z+MEPYQYK3FLKlvIyK4smfM5Vyhcdr3f8t9L/7lsHP45uOtzfqOHi2rQiDC4BUElzsRfi+zv1X0sdQQ+qFDh2YWty5V0c8IwJd5LvM+1rR/phTR/7zPkf1NrsDhO586M+z3NPE+ldBz+vmw63t1IfTJnW96RoAAAQIECBAgQIAAAQIECBAgQIAAgUoETrebZ0YNm8b7I7T6s+97ufPkc9/bE9ruDlRHiLfIIHVWZeiTH/idoUPov/bkt/b0p+jwdfh0m8XtqkLfWSHnqMYezkX8IXO/fWa5lNmWqICfPi8x3vdrc5HPZVVlH7U9cUFJXFiSw5pwda3dLDV0UskC6qAECAwtcOTU+ctFrpH2faFz+MQznWECH4fnW6VWrh16EHljpQJHli/smGf5h4LeND318t8MM3/jPW85/rSLACudHfU7+Mzi1nbZweUbFrculy1Rdh+vHe9Kmf2cObFxrJp+njtTZj/zPtaba2tXCNNjo32G5X2O7G+yBWbnW1eG/b5GCH20uZq11gmhT/Z80zsCBAgQIECAAAECBAgQIECAAAECBAhUIvBou7kSVYtHDZ5GePW+z35+NzCdDus+/9UfdCLEm/XL77wfi8B29/Ff+OoPOsNUQ4/3vPS1H163r1FDvv30NR0ujiB4P+/L+zUPfuSb1/U9MS3yIoJefYjgf/q8Rnui8n2v9+T5eBw/Au+JQbKtIoyf9CurKvuw7cmr+vm1NeTyWrs51pXyKlmIHZTAlAk0Tl1YS9Yz2/yDBWHaeNcXfjRM2EOAdcom45DddSFJMfO2ez08fNdvDXMhyc6Qp9TbJlTgxsWNlSpCy3Hcskmr6GfZldDDdGZh62oFfd0u+3zmebzutdXtfD6/8jw/9jX5Ao2FVnOYn0viPULo+czZ7rVPCH3y55weEiBAgAABAgQIECBAgAABAgQIECBAoBKBtXbz2Gp77uqoQfR4f1RFP/3p390N7UZw9+GPfrtTdPXw5JfpcZz1ze/vCQt/8DO/P3A19CefvbJnP2UF6aM/ESiOQHrStzK3WVW/I3hdZv+7+/v+1nf2nIsyLghI2pB1/BjXyfNlb9MXKsS5GfZihRyrn3dW20dVz61kBXdQAuMn0Dh1sVn22jltx2uc/MowIfSxDpmN30wY3xa7kCT/QFB6jRryQpJL4zuqtLwIgQhJT0tguYJ+dqoJoZ9bq6KvNyxsLBUxRsvYZ3p9dX/0z7AyzptjTJZA/LelYYLoQuijz9f0mieEPllzS28IECBAgAABAgQIECBAgAABAgQIECBQK4GoXrzanruSRxA9qqLf9Vutzt97zz8pLagbAemsatVJ1epBgujx2uR9yTaquad/cT+J96PSeZZjBLGr6G9UO0/OQbKN9pV1YUN4JMdNtjEWyjp+lnlWVfhBq6DfdvqLuxeM5DHf4z8pxH9UqNWCpjEECNRe4Mj9F65mrXEeyy9oMLv46UErKQuw1n7m1KOBjZWLDXM1v7maaXny5Z2Bw1rHW2v1GCFaUQeBmxY2mlWElW88sVXJhalV9LWKEPqhpY3GzOLmTgX9HdvvETLX2OWC1/AJ338d1jhtGD+B2fnW9qDf2wih579WCaGP39zRYgIECBAgQIAAAQIECBAgQIAAAQIECIydQFQzziOYGvt44Py9nbc+sVFoeDnCt08//4d7gsJJYLh7+8nn/6Bz/H2v9qyKHs997tzeSuqxj6qqkpf5B9NeAfQyq4539zeC3lmB+DLPRdbYimB8dzvLvJ1VpX6QquyN97zcecenPtbJa47Hf1CI/6QwdgudBhMgULnArcuvbJa5fk7jsW5ZOvuTwYIeT7mgqPKZMT4NcCFJ/qGg9Do16IUkjWPrjfEZQVpatMDM4tZmBUHlToTfi+5b1v6r6GslIfRDhw7NLG5dqqK/EYDPsq/7Y+m11f3RP7/qfs61r54CNy+0lgb72aTVEUIffb6m1zwh9HrOD60iQIAAAQIECBAgQIAAAQIECBAgQIDAxAlEVeOobpxXUPXOZz/cifBr+hffo9yPgHKEb7tD5v3ejqD5rz35rTe/HvvE7/UMn8c+Bwn5jtKnKt8bnlHhO20YVberqvqdFQAvsyJ7VuA72lTVeco6R4NUhb/9Q2c7D339RJ4B9EvxHxQmbgHUIQIEShFo3H/xWFXr6bQct3Hvl/5ikKCHAGspQ39iDnLr/RfWp2UuVdXPAS8kuTIxg0tHchGoolr2DYtbl3Np/BA7qSKUXVkI/cTGsWr6e+7MEKem8rdUtYZP8nErP6kaMLYCs/OtSwP9fHLPC9uTPJeq6JsQ+thOHw0nQIAAAQIECBAgQIAAAQIECBAgQIDA+AmstZvNqHKcVxD9kdfu6Lz9zGdzCfBGJeqswHQSoI7nolr2B5/57p5QdfKafrexjyr+KFDmMSPcHGHztEk4VhVAz7rAINpYlkv0O6sKe1TeL6sN6eNkmfRzgUTjvS917vvyg3mGzzun282xDCCM30qsxQQmW+DI8oWd9Frnfr7V7gYIeVQWHJzsUT65vXMhSb5zNWvta9z3pb/qdw4fvvMp35tN7nQbuGczC+fWqggp37i4Udl/1Kiiv1WF0GNAzCxsXa2gz9sDD8YavCFrffXYaJ9hNTitmjCmAnHR6+x8a6ff729UQh9trmatdULoYzp5NJsAAQIECBAgQIAAAQIECBAgQIAAAQLjLLDaPrqZVxA99hNh2Lc+sTFUkDcCwFnVsbvD0xHK7Q5OP/iRb2aGibvfk3U7AshRCTvrF/aDPPbzD7/6ZsA72t5PaHiQ/Y/62l4B9Oh/tH3U/Q/z/riAIH1Oym5PVFxPt6HKcxdjPx2Kj4sE9vON/z7wjk99LNfw+Wp7bnut3Tw2zmuathMgUB+BW5dfubTfOua50UMHh+9+ttNPyEOAtT7zYpxacmT5guqUy6PP0/3WutmFp/uaw42FVnOcxo62FisQ4ehpCyhX0N9OtSH0ai40uGFhY6nY0Zv/3vdbYz033GdY/mfJHqdJYPZ4a62fn0/iNULow83R/dY2IfRpmm36SoAAAQIECBAgQIAAAQIECBAgQIAAgRoJPNpurpxuz+3kGUa/6+zjnajQvN8vxpPnIigdAeB0KLj7fgS8e4WmI8A7SFX0eO2oFa+jzVlB5mhn0q86bLNcyg58dzuEWzpsHec5jwsCuo+z3+2sEHyVVeGjrVnnaT+T+K8DD339RN4B9Mtr7WajRkuTphAgMOYCjeXzK/utx54bPXTQ+OVzfVVSFmAd88lUUfNdSDL6HD1onevzQpKxrE5c0bCd+MPetLDRrCKQfeOJrfUqcavoc5Uh9ENLG42Zxc2dCvp9qcrzPMyxD1pnPT/4Z9kw58F7CHQLzM63rvQTRBdCH3x+HrSmCaF3j0S3CRAgQIAAAQIECBAgQIAAAQIECBAgQKBUgbV2s7nanruaZxD9kdfu2K3UHBWbe/2SPIK2WaHkJIAez+0Xxu3ebwSc47UR6I0wePdXPBbPxWu63zPM7bsfe70ToeWkjd3bKqtpp/uSFWyOtkb7068t6/7nXvyjPW7RzrKOH8fJakOVJlmh+F4XM8R/GYj/NpDnPI0LUE63m2dKXXAcjACBqRBorFxslLm+T+WxTr787/oIeFydigGnk7kLuJAk/2BQep1q/PIX/+KgOXzz8dZm7ifXDsdWYGZxa7OCYHInwu9VolXR50pD6IcOHZpZ3LpURb8jAF/luR702Ol11f3RP7sGPQdeTyAtEBfAHvT9TTwvhD76fE2veULo6dHoPgECBAgQIECAAAECBAgQIECAAAECBAiULrDaPrqeZ8A19hUVm6Nyc/cvxiN4mxUG7g50R6XxPELj3ccd5XZUT3/yue/tCVEnba6ywni6X70C6P0G+tP7y+N+VuX4GANlnuOsivtxTvPo37D7iMB5MoaSbcyP7v3FfxW4Z/ORXMPn1+b51bV281jpC40DEiAwNQJHli9c6V7P3M4/aHD4xDOd/UIeAqxTM91y76gLSfKfr3vWwFPnf7Lf/H3juadWcj+5dji2AlVUx75hcety1WBVhLGrDqFXVfV+ZvHcWF2gvGddXS5h7Z7wY1Q93x1/MgQOz7fWD/oeRwg9//VKCH0y5o9eECBAgAABAgQIECBAgAABAgQIECBAYOwF1trNpdX23HYRYfS3fWCz877f/L09odskfBvbCOX+/MOvXhfCrfoPiw9+5Jv7VmyPIHOE1KtuZxy/jgH0CL93n+O4XXZoP85Puup+3K/yvGW5dFeGj/8icNfZx4sIn3dW20dV1Rz71VoHCNRfoLF84UwdPhsnuQ2Nped39gt43LzQWqr/SNHCugocOXX+8iTPnzr07YALSXbqOja0q3yBmYVza1WEsW9c3Kj8Qogq+l11CD1GWLShgr5vlz+6hz9iHdbxSWvD8GfDOwlcLzA739re7+cUIXQh9OtHjHsECBAgQIAAAQIECBAgQIAAAQIECBAgMFECa+1mI0KqeQfRY3/3ffnBztJvnt8Nm3cHk5//6g86VVbqzvrD4UEV26PNdz/2ei3C59H+OgbQ44KCdPg7znvZ5zqr4nhcXJB13st4LCrAp13i/n/0wMVOhM/f8amPdR557Y4iAujbcaHJRC1YOkOAQG0FGqcuNstYU6f5GI2TX/nRPuEOAdbazo7xaJgLSfIPB6XXq8a7vrDfHK68AvV4jNTpaOU0B5IrCGJ3ahFCr+jCgxsWNsbm58X0mur+6J9b07Gi6mUZAnEx7D4/p3SE0Eefr+k1TyX0Mka2YxAgQIAAAQIECBAgQIAAAQIECBAgQIDAQAKPtpsrp9tzO0WF0f/BZ/5p57kv/evOwx/9didCuelfnld1P9ry/tZ39lTv7g7Nx/N1anOvAHp3Ze2yPcMngvrdbnE77MpsS4TN02343It/VGob0v1Nj68IoM8/9mqR4fPd6udxgclAi4AXEyBAYESBI8sXttNroPv5Bg5mF57u9Ah4XBrx9Hn7lAu4kCTfuZq19u17Icnx1tqUD0HdvyZw08JGs4og9o0nttbrcBKq6HsdQuhhP7O4uVNB/8fm+4esddVjo3121WHOa8PkCNx8vLXZ4+cUIfTl0eZq1lonhD45c0dPCBAgQIAAAQIECBAgQIAAAQIECBAgMFECb1RFn7tcRBA9qYz+1ic2Kg0Ed//iPip0pytUdweYI7wc1b2731P17ToG0MMkrLrt4nZUJC/TK4LwWeezynMYx05com3v+/i3OgvPfLyoyudRTX07LiiZqIVJZwgQGBuBW5df2Sxz3Z/GY93yzs//TWa4Q4B1bOZJnRt65P4LV6dxXpXZ59nFT2deSNJYaDXrPDa0rTyBmcWtzQqCyJ0Iv5fXy95HqqLv9QmhV3PuDy1tjMXFy2Wu1dNyrN4z0TMEBhdoHFtvzM63drJ+VlEJXQh98BHlHQQIECBAgAABAgQIECBAgAABAgQIECAw1gJFVkWvQxj99oe+thuQTsLB6W2EhaOidt3+8FjXAHpWu6IqetnV45987ntvBr6TcxqV96s8jxHOT8Lni+ufKDJ8rvr5WK+6Gk9gMgQay+dXqlxzp+HYt9z34l9mBjuOrY9FgGwyRvrk9sKFJPkHhNLrUo8LSa5O7qjSs0EFqqiGfcPi1uVB21nU66c5hF5VFfyZxXNnijqfee43vZ66P/pnVp7nx74IhMDs/FMrmT+r3POC/5iVczV0ldDNOQIECBAgQIAAAQIECBAgQIAAAQIECBCovcAbVdGPbhZVFb2KMHqEoiOUnASUs7YRZC47PN3PH0+zgt7R/ni8n/cX9ZoI66cdI3RddvXxux97fU87IgBeVL/72e/JX7/ceeCj/22n+PD53PZau7lU+0VFAwkQmAqBI8sXdvpZI71myODQqZezKqELsE7F7Cq+kxFmMTeHnJt9Bosa937pL9LhrMPzrfXiz64jjIPAzMK5tSpC2DcubtTmPylV0f+6VEKPMRptqcBgexzmh8+n/D+fxuG8a+P4CczOt66kv9dRCT3/+SuEPn5zQ4sJECBAgAABAgQIECBAgAABAgQIECAwtQIRbl1tz20XGUZ/6OsnOm8/89lCA8MRUo7q3OnAdHI/nvvFR18rtA3D/NE0AvFZFb7rEEDPCn5Hu+779culOoZRBN+Tc5lsqzyff/eRr3buOvt4p8h588a+j67HBSNTu0DpOAECtRM4cur85WE+77yn/2DC4buf7XQHOw7f+dRYVDCt3WDVoEwBF5L0PxeHXbe652/cfsvxp49lngwPTp2AAPJuCLtTQQj7Sl0GmwsRep+JYddc7+v9udZb2zMEhhdoLLSas/Otne7vd4TQe8/DYdcoIfThx6h3EiBAgAABAgQIECBAgAABAgQIECBAgEBFAqvto+tFB2ojjP6OT32s03jPy7mFmG9/6Gudp5//wz0B5SSoHNuojj7sL/2LfF+Eq6Oad3dbk9vvb32n0jZHpfOs4HcVllkh/ap83vrERue+Lz9YQvh87spauymwVNF66LAECPQWaJy6sFbkZ6N9X+g03vWFH3WHOgRYe49HzwwucOvyK5fMs/yDQt2mqQtJxqIC8eAjyTsGFbhpYaNZQfi6c+OJrVpV4q/CoE6V0GPczCxu7pTtcMPi1uVBx2zZr+9eR93O53Oq7HPoeNMjEP/lpfvnFSH0fOZs99onhD4980lPCRAgQIAAAQIECBAgQIAAAQIECBAgMFECa+1mc7U9d6XoMPojr92xW0W68d6Xhg5aR4A7AtFJaDtrG+H0CKl3/xK/Lrf3C6CXXWk8bRJmWQH0Dz7z3dItwyJ9bqOqffil213U/bhoIir5x0UURc+N0+25ndPt5tpELSw6Q4DARAk0Tl1sFrXe2u+18MLJl/9dV6hDgHWiZlD1nXEhSf4hofTa1fjlc3/VNYcvVX/WtaAOAjOLW5tlB4/jeBF+r0P/kzZUYVC/ELqxkIyH7m16LXV/9M+rbl+3CeQtMDvfupp8vyOEPvp8Ta95Quh5j1j7I0CAAAECBAgQIECAAAECBAgQIECAAIFSBR5tN1dW23PbRQduY/9RVToCvulftu93/+7HXu9EEDkdTk7ux3Pxmv32UeVzUWW8V/urDqD3CsdHxfYyg99xfnqF4X/x0ddKObdxkcSdz364ExdNlDEXVttHN9fazUapk93BCBAgMITAkfsvXK3yc3Qajj27+OlOhDpuPt7aHOIUeQuBngKNlYuNaZhDlfbxugtJnlrpeTI8MVUCql+/cbqF0A8dUhU/e+pXum4v5x8grUN/sqU9SiAfgZsXWktC6MWtHULo+YxTeyFAgAABAgQIECBAgAABAgQIECBAgACBCgUiDLvaProelZnLCOBGlel3fOpjnf2qo0coOaqbJ2HzrG1URy87LD3IHxcjgJ5VZTz6UnUAPfoRYfO0a9mVxxPPrHMd5zd5vqjt7R86u3txRBnj/toxrqy1m8cqnO4OTYAAgYEEbr3/wnpRa7D9vhFkuGXpH12rhi7AOtDg9OK+BFxIUlxgKFnDDp94ZvdCksaxdRcY9jUqJ7kls4gAACAASURBVPtFMwvn1qoIX9+4uFG7iyCqcKhbJfQY7dGmCixq/d9VkvXTNr/PqMleWfWuDgJxwWwE0VVCz2/eJmugEHodRrg2ECBAgAABAgQIECBAgAABAgQIECBAgEAuAmvtZnO1PXepxEBu557NR66rjh6h8ve3vrMnHN0dlo7AcoTUk1/W13EbIfPuNie3I5ReVnXv/Vw++Mx397Qv2hbB+f3eV8RzD37km3vaEgH5Io4V+yy/6vlcVFffPt1uruUyUe2EAAECJQo07r94rKj12H7fCDA07nvp/4xAR4mn1aGmSKCxfOGMuZZ/WKjb9NqFJJenaFjp6j4CAsc/xakgeN2pZQjdhQk/HRTXbnWvoW7n8xm1B9kDBHIWiIvtZudbO0Lo+czZ7rVPCD3nwWp3BAgQIECAAAECBAgQIECAAAECBAgQIFC9wFq7ubTanrtSZhj9kdfu6Nz57Ic7D3z81c6Tz31vTyg5QtxRpfvux14vLJzc/QeAUW5HBe8kdN69rSrkne5LVgA92llFAD2O2W2U3M67LY33vLx7scMD5++NQHhpX2/8d4Gj69XPai0gQIDA8AJHli9spz9L3M83fDC78MlvDX+GvJNAbwEXkuQ7V7PWvsbJr/zo8J1Pnel9FjwzLQI3LWw0qwhe33hiq5Y/b1RhUccQeoz/mcXNnbI9bljcqu3FMVlrqcdG+7yalnVWP6sVmJ1/akUIfbS5mrXWCaFXO64dnQABAgQIECBAgAABAgQIECBAgAABAgQKFHi03VyJCs5lhnbjWA99/UTn+NOf6fzqJ9qdqIgdweQIdkeV9Kxf1tflsWhfr4B39CPvYPUw/e4VkI/K7cPsb5T3hFdyfpPweXKuR9lv93tv/9DZzl1nHy8tdH79XDm6udZuNgqconZNgACBUgRuvf/C+pHlC1d8FWfQ+KXPP1nKyXSQqRQ4cur8ZfO3uPl75OTL/3NjodWcysGl09cJzCxubZYdNI7jRfj9uobU5M61qvBXSt5u1qT71zXD2LiO45DPpPw/k64Xdo9AcQK33PPCq+ZwvnM4Lhot7ozZMwECBAgQIECAAAECBAgQIECAAAECBAgQqIHA6XZzrYowegR6o3L1f/qJT3Ya732p9JB0d5j5oNu9AtURqo6gdR0C9BE07w57J7erCKCH5/tb39nTnqef/8ORz3MSPI/q+teHwkurgH5prd2sZRCkBsuJJhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECEyTwGr76Prp9txORcHe3UD6L3y8foH0qHD+pX/ywz2B6gh5R2X0gwLsZTzfK4BeVfvufuz1PV5hePtDXxvKqwbB8wi8XxY+n6YVUV8JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgT6ElhrNxtVh9GTCukRSL/t9BeHCi3nFfzuFe6OAPrDH/12pW1L+tirjVUF0KMqfFZoP4LpSZsP2jbe83KnJsHzCJ9fWWs3l/qaQF5EgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYFoF6hJGj0D6Q18/0bnz2Q/vhpIPCi/n+XyEuCNsnv6KgHUEv/M81rD7qlsAPfrx9PN/uMesn0B8470vdeLCg3s2H4ngdx2+hM+ndQHUbwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgeEFkjD6antuuybB4N2QcpFV0m9/6Gudz734R3uC1BFGf/6rP+j8/MOv1iKAHu3IqjgebR821D7q+6I6fDq0H2ZRHT297+5q53GhQV3G12p77tJau3ls+FnjnQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI7AqcbjfX6hRGj9DyI6/dsRtKf/uZz3aiknY66Dzo/bsfez0z2B3B6qjwnRWmHvQYebx+vwB6VW38xUdf2xNAD7e3v/e/3j0vSeg8qto/cP7eOoXOk7ZE+LxpuhMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkLPAtTD6lRpVrk5CxG+G0qNS+luf2BgolP7+1ncyQ9QRpI7n8giP57GPOgbQI/ieVGWPSuwffOa7nV/9RLvzn/zDFzo1Dp13TrfndlbbR9eFz3NeJOyOAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJbAWru5tNqeu1THMHp3m+778oO7QejbP3Q2s1p6hLojOB1h8/RXBKvv+/XLAujLF/Y1CKOl3zzfWVz/xG5l+oe+fuLNCwO6z0WNbm+fbjfPrLWbjayx7TECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAoUiCrSUU36jarSc3UPH+9WS0+C6b/4X3y+c7L1Sufhj3678+Rz37sujB7B9Aio51G9PI991KUCeuO9L+1WmX/Hpz42LoHz7jF55dF2c6XA6WDXBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgMInC63Vxbbc9drVHF6+4A8r63Hzh/byfC6RGuvrN1tvP3n9joNN7zci1C6FFpPKqypyu1R1D+7zxwqZA23nb6i2+Gze86+/iuzTie1zcujji6GRdLDDKWvZYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgRIF1trNY6vtuUvjUh39oHB1hNPv2XxkN6D+Cx//5G44+61PbBQS/k5XTY8Aejp8HvdHDaAnIfO3n/nsbr+SoPlDXz+xb1j/IKsaPX8lLooocdg7FAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECowqstZuNa9XRr9QonJx7yDqC2xFUj687n/3wbqg7Kqp3B9YjtD5ocH3x/f9N5+nn/3D364PPfLfz8Ee/vft1/298o3PkP3vlzRB8470vvRmMj2Pc/qGzb7Yh2pG0LbaTfB5UPR91xno/AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgRoJrLWbzdX20fXV9tz2JAehR+1bd6A9QuMTVJm8yAD85UfbzZUaDXdNIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgT4G1dvPYavvo5huVq+eKDCfbd3tifS9Hlf2otp/n2LQvAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRqLhAVrFfbc5cE0ic2LJ7nhQBXT7ebZ6Kqfs2HteYRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCGQBJIX23Pba9ObgXvPEPZ07CvqHgueF7GBHQMAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAuMssNZuHlttH91cbc9dFUifnirp1yriR/B8ba3dbIzzGNZ2AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQqElhrN5tRDXu1PXf5Wkh5GiqAT1Mfr8YFB2vt5lJFQ8xhCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYZIEIK6+2j66rkj62FdK3V9tzl65VO29O8ljVNwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEaiaw1m42Hm03V6KStlB6bUPpETq/HNXs19rNYzUbQppDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMC0C3RVSr9yuj23s9qubTi7M6FtuxoXBah0Pu0zUf8JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIjKnAWrvZjED0tWrpVyY0+F1VoP1qV5XzpTEdIppNgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB/QUimP5ou7my2j66HiHq1fZchKmrCnLX/rjXKspfuVbh/ExUm99f2LMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYAoG1dvNYVzj90mp77sq1AHbtg+I5hegjjB9h8/XT7eZu2Hyt3WxMwanXRQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQrEAH1qAAe4exrFdR3Q+pvhLbHoor69rW2Xn6j/UfXI3AffRI0z3es2BsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgT6FrgW6o5gdwTW15LA90+3UWk8t69LP93v0fW43X38tXaz2XfDvZAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAzQVuPLG1PrO4dWXEr0s176bmTZjATQsbzRsWNpby/or9ThiV7hAgQIAAAQIECNREIO/vXdP7q0k3NYMAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYBoFr4fPOzOLWKF9C6NMwWGrUx5zG7Z4xH0GeOnQzLg7J66sufaqDa9ltmFk4t5bXeYz9OJfZZzBP5+wjeJQAgXEWiAvM8lyL0/saZxttL19gxJ+59nzvmt5f+T1yRAIECBAgQIAAAQIECBAgQIAAAQIECBAgULFA/CE9/QvzEe9fqapLeYZh4o9aVfXDcQkQqJ9AnutL9xorzFS/c61FBMoW6F4Thr69cG6t7HY73vQKROB06LG6z8UWNyxuXa6Lap7983NFRWd1aaOR53m8tq/KftatSLGvw+b5fXJfBxyDF+VpkozjMei2JhLIFCjg947XBYEzD+pBAj0EkjW1qG2Pw3qYAAECBAgQIECAAAECBAgQIECAAAECBAhMrkABfwyq7A/zef6hV1hkcse8nhEYRiDP9aX7j51C6MOcDe8hMDkCMyc2jnWvCcPejgqTk6OiJ7UWeCPY+/+zd27HjetK2/bF1q596RC+EObSmiuHsEKYEBzCn4EkR+AQVggOwSE4BGcwf4EibVrmAYe3cSCfqZqSTJFA4+lGA0Q3wfdYW52/7vxx93i6r6Xt83KGv7GA+4oyWrV6WAJ/+1Ofynnyz9LbPKJkMvijNkkgNQTu7gzWHUlCx7CiCQw+1eozWjAuhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0SsAgGEQSeqvGgNwQgMAsAYtEEhf0JAl9Fjk/QGAXBA7H56fkBIiHy9suYNHIKgi4hOpkm53cDf35qYoG9kIo20gSehnNHh4ub0o9jso6l2lRvbUq58n1tjJMMiWTwfbCJOBsNQH3AAoPocRRNVh3JAk9ThVcJA1akgAAIABJREFUdXd3N/hUq08gQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAR2R8AgGEQS+u6siAZDYPsELBJJXNCTJPTt2w4thMASAUmS5MPzn6U6+A0CKgIu+c4oYafY/cMcG2U7SUKfo2x3XPWWiWk7OH/YSd5mycp5cpsEfkqtZDLY4c9aOGJOwL394+H5z3+Ol3+dHvDnccQN1h1JQo9TBVeRhI4NQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT0BAyCQcWSSJSBXoKLelujRAi0TEDpX4ZEEvdJEnrLVoHsEEgjoEnoPX/cPZ7u0yThagj4EbAZC88fNe4sOx6rU7/nuK9wSdeuntT/7u0MftZQ91mH4+UlVW+L1/PwzzcDUPqGbwU3/IeSyWCLDeNoSvTBn049KJjDnzcFy1NYg3VHktA92XPaTwKDT7X6/FkjRyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACGydgEAwiCb0CmzkcL+c+8P3K52W7DH6fflVgbrsQwSKRxAU9SULfhfnQSAhMEujH6m9JNBHJEC+ThXMQAmICbifYCPv0sO86k56Vbc2RtCicp7TvU9zOxcfzh1KHE2W9i7tY08UJ7e9v0yBGwiuZDPY3Kp6vIgLuIaj/Hk//OD/to7Mc/lzUtKqKMVh3/Da/qKqxCFM9gcGnWn1WDwABIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoB0CLjil/O8SPyxabxAMIgndQlGBZfoEUK0CLpR7+RYQteRBAnNgx0g43apPocMEpXApBFomIEqSrHEH6ZbVguwzBET2OjEnKnbfMNPSz8MTskbP76yTFt3u5Sp5tzAvUfJY4roFVp8Gn/hFOU9OFKWay5VMBjuspnEtCfJ4und91f13a2rOH/dvSnAPqgf7dWt/3hLaEFk7/hG8fXUUIgvn/iTQPYwhXsNWroery/K1q9jz1PLWWt5PS+IIBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIyAnELlYvXGeSpGEQDDKR00dBykCvW+T3qbPWc5QsFmwyOGhLWeGB7iVmrv/WaoNbk8uqT6HDrVkK7YGAHwE3z1jy71v8zYfMjrgUmy/76OH2nP8cL//qbfL8UfNDFMr2Wt5XHH6ffgl3/W7KLm/tdPj7cLy8K/W3UNYmeA3cUj6V8+QUOWq6VslksMEa2lfPON297WDqjWem/d/Sn9egXysZDNYdv61FWcm9l3Kt9TP4MD6164Glee6lf9BOCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJFCRgsBpsEuQ2CDSZy+ihTGehtPbioZGFgy98ChpQfH4gigdnHM2jOsepT6FCjH0qBQEsEXOKtMGm0mTHVR0f1JLfFj82e85pi82UfPYzP+e/x9I9nmwJt8flpXE9t35VtNruvcDvUP1zeZLIavXkrp27dTscyHh679jKPu2pXOU/OaS+WdSmZDDZtKa9v2TsapyfHNDN/7quARs8zWHf8pp9GsVQjtrV+Bh/Gp/n9xbd+Yc27GgNGEAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACWyZgsNhrkqxiEGwwkdPHVpSB3taDi0oWBracNTCyZflJfPHxDJpzrPoUOtToh1Ig0BIBK39S+3jno6MdJbcVmy/76OHzHJfkfOx2m5XO3dzO6p91VPpF2Z+s7isOx8uLUM73SlURJJY0Kd8jCd358yABN3qyclzbCiIlk6Gf18BmR+P05Lhn5c9r0K2lDAbrjt/0Yyn7Hsq21s/gw/gkCX0P/Yk2QgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCQEjBYXDcJcBsEG0zk9FGOMtDbenBRycLAlr8FDCk/PhBFArOPZ9CcY9Wn0KFGP5QCgVYIHI7PT3sd93x0tKPktmLzZR89DOcYjX3vd4+n+6GOWj+V/dTivkKcgP7X7Xhfqy585TK4r/W6Z2Eud3en9BW++q79PCWTwR/V0OYdjdOT/d/Cn9egV2sZrP2ztfxbL99aP4MP4zN+7a9GdlvvF7QPAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEAVBAwWiE2SVQyCDSZy+ihVGehtPbioZGFgy5MBXeoJD0iR9OLjGTTnWPUpdKjRz1wp+JVwv7I1ZjX1MZfkuTW+Ie2Z66fj4ztKbis2Xx7zXvpu9cBETX1yuf06/6m+rzDoJ9Xb45Kuht+s5moefq4Kfh5yrt6Dxdqqkv2gT6tP54MUrLZaxpoNGPifVbusifUaHyu7bb1c637XOp/S8lvrp6Y+jCy6+W1pu6V+CEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAK7IGCwsG0S3DYINpjI6WM0yuB368FFJQsDW24q0Fxz+13/9ekbnJNOwKpPocN03SyVUHP/RTZdAHyJZS197PD79OtwPH8sybr135b66vDbjpLbis2XB9ZLn1d71ffRlubXyv6obLd6B/Sunb9Pv5bsoYXfDO5pg+5XahhrFDYba6vKebK1vZW2FYWeLMtYswH3u2X9tZe9xsfaflst37rftcqlFrmt9VN7v0a+uDl/LfaLHBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAENk3AYBHbJFnFINhgIqePsSiD360HF5UsDGw5KKmD+ucDQq7/+vQNzkknYNWn0GG6bpZKwH/M+4+9sKmhj13nWvtOQHf2ttRXh992lNxWbL48sJ79fDzdH46Xd7WP+M/x8u9snRX+oGy/5L7iqpcXpVyuLIlsFejv8HB5U7MJLK94nw6Ud/J+LNYelPNka3O6jsnMj+bsZc0G3O9z1+7h+Bofa/tttXzrftcql1rkttbPHnzDHttYi/0iBwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBTRMwWIA2CWwbBBtM5PQxFmXwu/XgopKFgS1PJj1QT3gyhOu/Pn2Dc9IJWPUpdJium6US8CvhfmVrzEr3scPx+WlrTGPbs9RXh992lNxWbL48sJ77dMnisTpeuO797vF0P1fn5/HH073rsyn/P8tK/LLQluB5bOp9xf8eTv9nkmT9cHlLxFTF5YeH5z9KfUWX9fD8pySQaLmPX3OFWFtVzpOtGTr/omC11TLWbGBH4/Skr1/jY22/rZZv3e9a5VKL3Nb62aq/3Hu7arFf5IAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsGkCBovRJskqBsEGEzl9jEUZ/G49uKhkYWDLkwFd6vlKAPFl4fqvT9/gnHQCVn0KHabrZqkE377EeeH+pxVmxfqYS6a1SeZtdgxd6qvDbztKbis2Xx5YT33a8D9/HH6ffk3Vd3usS7Y+pr014L/H0z+35cb8rfRxKfcV1wdZ0phMt8VfLzH8cl5jsXP/NLPVsdLvYQsjOJEyfxtTYm1VOU82wvNZrMH6xzeGCj2ULGPNBmzGidW+VQ3jNT6fhsaXbwSs+923yvgjmIC1fkr6NOq286/BhsYFEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEE7AYKHbJFnFINhgIqePBpTB79aDi0oWBrZcTRC59ba5/uvTNzgnnYBVn0KH6bpZKqH1Po786UHzEn3suiuvRdJoOo+SNrXUV4ffdpTcVmy+PLC+/XTJ2yb2Ebg7tMAGJInAShYx9xXXhPzLq1KOb2UF6uXWXmr5W2Av0vuSGF2rWH7T72h385DjsfIr58kqHnPlGKx/SG0oRF8W567ZQG19zoLBUplrfObsbu/Hrfvd3vmmtt9aP0t9it/avb9LtTuuhwAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQ8CBgvpJskqBsEGEzk9kN8pg9+tBxeVLAxseVOB+pJ8XP/16Ruck07Aqk+hw3TdLJVQsn9Sdx0B9Zx97Jp8fnlH99O6X+qrw287Sm4rNl8eWI8/3U7lh8QdyKfsPmo+/Xi6T5Ulqt4xkLs7d18hm6+GyNMnn78o658o63zT3Db/FNjKBJtkvTsdlgCqaEuIrY7bqJwnj8u1+G6w/pFsMwrdqcpYswH3u6qudsrpHix8Ub1pw8Kuay/Tut/V3v7a5bPWTzt9XTf320Oba7dr5IMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsAkCBgvOJskqBsEGEzl9jEIZ/F4LvvrIU/IcJYvD8fLi7KTEf1e3vi89P5VoS9fXHi5vyva4Mkva2Z7qFvepz2QVdGhrRcr+RlltBuVz9LHOvx8tks/PHy6x3ZU/9/9wfH6S2ObD5W2uDtVxn94uTG5zO0gb/Zfscl9svvxDD10ir4X9Xl5+1OV5oH+g43OsjLHx1ETgmDrnrvG5r8iUfO6YRuvFU33ZTrO5T5CMdUX695z9hRz3sdUpBSvnyVPlK4+5MS2Eyd7OXbMB4Tid5OMz6MU9VHgm8VzT+6z7nUbK/ZYi10+G+wrV/cmeypHdN/YPau63x9ByCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIZCRgExUyC2fJgw/FiIqeP6pTB77Xgq488Jc/ZCguLILez+VK6UerF+ZiSbSnFsFS9at0NYwQ6tNXowJlPSVJd7clCk/Ll6GMWY5XzOT5JtK59IvsuNn8bewEVy3GZ6u+i8aAK3o7NQfyAXGePD5e3VO6HxAc7/nO8/Jsig6hfdX5p6b7CJTg6WZX1LZS1mQR0oe+bHDsWGHqe//yUYn8x16bLfPm7ZKtLMon8Ysd2qR7Fb/XbTtk525oNqMZphb0Ky3AJ56+ubV3S+ePpXmFrlPFFwLrffdXEtxgCBvqpZp4bw2Or16j1vFVOtAsCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQFUEhAGxIdBtsoivXoR2wbtSilAGv9eCr6Xa6FvvVlhYBLmdzftyVJ+n1IvzMSXbomZTe3lq3Q1jBDq01fzAmc+yCU0l+efoY9qxyu2y7Z+86Non4lts/jb2AiqW4zLV30XjQRW8TXaSdgnoggQ+xW7oKf1f1K+6+7hv9xWPp3uX5HhlL9lVf7hXXPvcTAK6s6/UhxSU+p0u6/zh8yCR0j9NyxE2/n+z1QDhRH6xs+GAaqNOFY6ba32uyd/XbEA1Tvd92OiNJbNvQjk7+d1/ZwcpY0SU8e34Iut+t2O0kqYb6KeKea4EzoYKUet5Q2hoCgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBegkogsA3ZZgs4qsXoV0AupRWlMHvteBrqTb61rsVFsIg92cSgLN5X47q85R6cf6hZFvUbGovT627wb+jQ1vND5z5DEtC2xKvHH1MOFa9hCbvuvaJ9FVs/jb2AiqW4zLV30XjQXHeJgnox8t7qA0v6UeQaBzNWdSvhvnnS2/bLuFyOJbzczsJ6G73/uPlrOdo8kBAtP0t9Yu53xRMnJ3Olb90XOQXuz6xVI/iN+G4mbMPZ6trzQZU4/RaPQpdU0Y9BKz7XT0tbVMSA/1kHf/apJ5farWe87eAGiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI7JCAIgh8U4bJIr56EdoFoEupWxn8bj0ouhUWqiD3uC85m9+Cjbo2lWxLKYal6hUkwk0mj7Tua0rpw7fecd/ne5HEx0m7z6mLHH5SMFa9xO6YK5zHFZu/jfuzgGVnc+My1d9Fc6yivN1u+/p+eP44/D79UvJW7IbuyoiRSc+njA/e2jxD6PM+x6er37HoE07n/m+2iLHT8TUKm421F5FfNPffjpeFDSnY11LGmg1c+0u6P1urZ2zbfG+fgHW/a59Q2RYY6KfoPLcszXprV+u53pYiGQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBDREwCCKaLOKrF6FdALqUGpXB79aDolthoQpyj/ujs/kt2KhrU8m2lGJYqt6xDSm/t+5rSunDt16lrigrPeGoBMMcfjJurDp/uOtik8+HPiCcxxWbvw1tcZ9xLH/a5rhM9XfRHKsYb0li94/dvPUJ6IPeBA+BvQ9lhXyW8FfaOs8f/z2e/glpc/XnPp7uBfbwmXze8/7cvV/Ut2/L/6t+OGNOTwr7iZ2XKtnNtU91XDhu/tT1D9/4c3xS6MmyjDUbUI3Ta/Wo9E05dRCw7nd1tLJdKQz0I5vnCv2dTCYfTat8pWu/049PnWvnqPW8Vh+/QwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwPU13+516Sn/xUHJ7hXhKfJMX/tweRMu6v89HI3k9NKF9DXq74n6/+RdokMpEwFKBoiVgZvBzlUBnBi9KvWiDEbFtGVv1wz2o/4s2b/2oEO1viivvWSqHD7ff6zq5ikvysRQYTJB1sSMOf/jz3LZFufKVxwXjeVFeLeWgO70JbGJiN3QG/f3r6kPuCj6irqMw/HyotbL2B87Zv29rPY+/uHydvd4ulfzuC1PwSZ2Xiryix3323ap/3Z6du3k/zSDtXmTxCcfL39jbU1tD5SXh4Bwvjrpn/O0Yru1GOhHNs9VjG19GTKZfCxB5Sud7Gt+2Uced45az771ch4EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgV0TEC50TwZJKH85eWhLfEp0JGUiQMkAsTJwM9iUKoATo1elXlx7SrYlpv0tXzPYj/qzZP9qWR++svd97vOhoI38bTWvkD18VRXn36dfvvYSe97iWHV92O88TnSMrWfqOmEyQdbEjKm2uGOLLAN2mJ0rX3FcNJZn591iAnqnr2736+QHTYN3Q1eP93nKc5yenxR2XlsZzocaMPzRD236SXff+2LNVMEndl4q8otZktCt9bD18lXjdKytbZ3vVtsnnK9O3gdtlVuudhno58f4GtsWxdjWlyGTyactKl/pZFet+6n17MOBcyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI7J6AcKF7MkhC+SShW3YyZSJAyQCxMnAz9DlVACdGf0q9KINRMW3Z0zXXnTHNfFbWYOie9LbVtg6+TP1Z0te3rqvRWPX+n+PlX/d3l3SeYedbYTJBFb5oxDJp/mxpU6KxPCtvm8Ta88chw0MeTpeSHbADd0NX+9gM5b3k2G3bsm/Nle3sTL9D+fljbrd458dt9GX7gIBC5ti5gMgvkoQ+1wkqOq4ap2NtrSIUiBJAQDhfnZwfBojCqRMEDPQjm+cqxra+DJlMEwh/HFL5Sie7ag1TrecfjeYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI/CQgXOieDJJQvllCZ3W8f1qX/RFlIkDJALEycDP0OVUAJ0aLSr0og1ExbdnTNepg3WCL/WfWYOie9LbVtt7Yj2zMK+nrm9dVhmTzOUZC/1SFL1KN+3O8FMdFY3k23iYJ6A+Xt5wJz9ck5OR7h6Dd0K18rUG5r7keBlD0n+Ay3E741zdKyMa7qw4WEsK73fcv7u0g4jovfy11pZA3di4g8osd72Ab4YKsBFTjdKytZW0slckICOerk35ZJuhOCzLQj2yeqxjb+jJkMvmYicpXOtmdfnzqXDtHree1+vgdAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAErjvuTQY3hAvglG8R2K+wzBIdSpkIUDJArAzcDH1XFcCJ0atSL8pgVExb9nSNOlg32GL/mTUYuie9bbWtN/Yjm0uU9PVb1VWOdgn9UxW+SDXuW7IXjeVZeG8hAX3Q5eEoSAoO2A3dyteqynW7dZec0w56sf6U7IL/8/5wtf+JHnyYGKPnd2BPZamwrdi5gMgvdrxSOXC9LQHVOB1ra7ato3QrAsL56oRfvfy1knsv5RroZ3Wc9WWrGNv6MmQy+ciu8pVOdtV8T61nHw6cAwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBg9wSEC92TQRLKN9hZ7meCQRXsS3QmZSJAyQCxMnAz9DlVACdGr0q9KINRMW3Z0zWH4/PTYD8Wn3tiSVvTCVjYoCuzpK9Pp7LfEoTjZNbEjDmNqdozV77iuGgsN+etYnnjc15y7oA+1tfheDnfyBIzz/fmLqgrRr6Va84fjsP/Hk7/N2az1e82Nnz+8LVhk4c43P2q0ZsEFDbrmMfYk8gvdvYfU7/iGneP6Nqf+l8hy1oZzjZT5XRlrNUz9burt6StTcnEsfoJqJNfb22wfgJ1S9g/ePXa+3LF51nV4ltdJ/ztPQdUyK7yla69qjVMtZ4VnCgDAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMDmCSQsbK8kD+wn+RqGV12X6CzKRAAXPCnRBlenMnAz2KMqgBPDRKkXZTAqpi17usbCDgd7dJ97Yklb0wmMbUf5vaSvT6ey3xKE/umlBoqq9li2RTSWmybCWOwebeYjHk/3bm42/u/qGv5/JUR1CdjJ91m+80Clf00ty+16/t/j6R9Lu66tbKsE8FCOFn2ptwe5D0i1M3d9bD8X+cWiSeiu7QqGOfrS4ZjuD2N1reIUW38OvrnqcA8Ujce+LX+3fqh7y+xu2+b7INVW7Fjhl7syHi5vtywt/9bOH56fLGXNZSvUAwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBglwRkC92V7s5N+/I9DFCiAykTAUoGiFVB7rG9u+BNCZ24OpV6cW0q2ZZSDEvUqw0gTvie36dfJdpFnW0SGPsz5feSvr5NTdQhtco/1aJ/1bhvqR3RWC5PQB3abJPo1SU8pu6M+a70WbFluYTugdXSZ2z5mus63i9dwvTj6X5Jzi3+dt2pMz3JdkIXUTuzup3LJ8pKfiDC+W+l/hQyxo4FIr9YNgn9ePpHwVCp07myFHK6sWKu/KXjqnE61taWZGvtNxVLjT1M3KOylqnw8/IyalsDwo7b7zut+U7khQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQFAECOe0vpNeiwxKGr0wEqIUjcvzsk7UFIEvYeo46rfsTesyhxe3UYeULSQZq00Z0/ikuGU1NTZXIopZrXJ6IuVkSuoqhla+poVy3++xYp1PfM8v57pLjuwcIdv5gmmECenyfezzdt5CIrrDZ2LmAyC8WTUK/2t7P+61Qrjnm9aEyTZ0fK6dqjIm1tSl/3eoxFcsp/XIsvS/XyjC271r1E+y4fVuzsg3KhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgeuOxfIda2oNYiCXbdCgRIdSJgJgH7b2kcK3tgBkCVvPUefheDHevbWO5M8cLKkjnUCKz1i6lmSgNN30427qTtEx12vmq9edfmPqj75mirgqkWWqbNUx0RwrPiF2pSEqhkv+YgO/re6IbdPGzx3lX5yeunncDnc6nzNhswT0h8vbXSJnM9muOw1LdkRX2GzsXEDkF4smoTu7VDC0vj9z5SvkjO0TqjEm1tbm/EeLx1UsFfZAGfWu+dzqxtrHhPYl7Lgd27m1peHvUJ1zPgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCAQQGBZj+Wx/Qb20DgPMTnaqMhGgND/qn++DtQUgZQZcWUHWNkgSRmUKr1wcK3vEDtMUb6WXLZc7RVyVyDJVtuqYaI5FEvo1+VbzEEVwWeePNXsQ973VpPc1eTb/u9lu4+cPl0Cu4GebiJ7+QKLCZmPnAiK/WD4J/fpAVpJfimXoa6P/PZ7+Sdf1ug+ck0c1TltzmpO/puMqlun2ML/eQNn1saltDQg7rs9GQvttTX4RWSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIbI5A6KIt57e/8G6lwxKdQ5kIYMWFctP7TG0ByBK2bl3nNeEoXVdL9v6f4+Vf63ZQ/nYILNlSym8kA6XZSAr7vV47RVyVyDJVtuqYaI5FEnpw4rh4LH54/rNkE8p+iX9dIn1353ZkPgiSf3/qTJeAPrTAMhE91U5+tj+8z8TKIPKL5ZPQj5cXAUfTh05E42T0GCSq/2+srQ19cQufKpYCm0168IL6w31tCrPa1oCw47z6T7GduWu34E9pAwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBagnMLc5yvP0F9tw6LGHkykSA3Lyoz7+P1RaALGHr1nU6xuY2+XB5s24H5W+HgJU9kgyUZiNWetlyuVPEVYksU2WrjonmWNEJgGvtUDHcsu11bVsZe5Xtx78uWK1ZAvrl72HlQYMFqRZ/skxEPxwvL4uVL/yosNlYWxX5xQqS0J+fBBzN/LtTv3t4NVXGWD27+lVjTIoMC92gqZ9ULFPtgev9119qYFXbGhB23Jb9TNlwU44TYSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEItEZgamGWY+0vrpfQYQnbVyYClGBGnX59rbYAZAlbt64zV1DVuh2Uvx0CVv6RZKA0G7HSy5bLnSKu8rlTZauOieZYZkmKKoZbtr2hbf97OP3fnF0M5yg+8a/TlE2TuY0S0IeWmMoemYhe0lZFfrF8Evrv0690juePwU4sPg/Hy3uqjCn3kKoxBr+oS+hPtQeu91t7qYVTSv+18Ekqn1AL3z3KYWEXlAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAI9AbeQnvLfYOH6PUWeuWvdbmtiWU3knJN/fFwRkB2xeB2XnfK9RKdSJgKMmPCa5mNdAcraApAlbN26TgMfOd2Pfp9+WbeF8rdBwMonu3FuG4TKtMJKL1sud0pTzg4VbZ4qW3VMNMciCb2OOdV5zi4UdjiUgX/9Sdk0ids4AX1ojWkbIhLRB3tL+Yy1VZFfLJ6E7nR7OJ4/Uhh211rN692bAwS+c7DhmE/VOB1razEy13qNiqXCJiijrnWeJX3UtgaEHbdjO3N2VauPRC4IQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhDogpfyhWiTZBUXwJhbiI48biKnj1EjmgTLAAAgAElEQVQpg9+tB0WVLCLtYDrRVhA0R54v31JbANKnn7Z2Tq6+9N/j6Z/W2CBvGQJWPrD1ca+MNr5qtdLLlsv9ovf1TZXI8lWi/ptoXDCbL6sYbtn2vto2v2Px1zlf867YY/jX7/3QzXkkib5T9xWZEtCHFpkmoj9c3u4eT/dDXWufsfY5vi7WVkV+sYok9P8cL/+OmUR9N7LDa99J9klJ449qjIm1tbV+0NLvKpZRNjrlPznWxBpWbWtA2HGyTy5udy35TWSFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEILA7AgaBoKRg4ZwCSEKfDhi0HhRVJgIY2HLxIMtW2lRbAHLOz7R8PJettO5zWtZxa7Jb2SQ2mGYJVnrZcrlTxFWJLFNlq46J5lgm83rXRhXDLdveuG1zD4GNz0n9XsK/Hh6e//S2+hr8aZRA6+yzl8vgXuD84cpW9fOgctzu1A+Xt1Q7mbzeleu5q/bk9YFJpbG2KvKLnV0EsTc4WWSjLwai3R2Ol3OqnmN1PLRHNcakyjHI0/KnimWqTXD99JpgrVxqWwNy8jhbtvov1EPWt3Yqx0X3dj4rvq7clv0oskMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ2DwB4UL5EKQ3SVYhCX064NT6Qrw44DHYIJ+BiRwGfuCbDmoLQG7NsV93t5z2EQa6NfHxW9MJ7blzCUjf/IDq79bHvdK2odLDnsqZ0pmzQwWDqbJVx0RzLDOfr2Ko0EMjZUwmiyplL+FfU+zASl6XRKXk+lXW+cM3UVvlB36U83i6l+ygPTnGnz985vxfPOLnCbG6F/nFbn7zg23mA/97OP2fgOW7hdiShx08H2qYkz/Ft4y5xtranFwtHlexHHPle7z/a4Wdz3jQYn+Yk1moF7O595Tsyv69N51P8eQYBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHdEhAulA/JZiYL5m4xWyyriZw+hqQMfrceFFWyENvHYM98TiaZhAVNCUb5eIb4c0Q7IfraukmySnzrubJWAlY+ufVxr7S+rPSy5XKndKZK2JgqW3VMNMcymy+rGG7Z9r637fxx93i6v7WP7+eEzc9ury3hX1PsQC5vJTuF3+rY4u8U7rd28/Pv56clmX+eH263sboX+cVuzrzUxly/1ZDsfdvWWpLjVTYea2u3XFr+W8VS0fcpI9xflmK2tzUgIWezufeUH1L2773pfIonxyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI7JaAcKF8SGA0WTAnCX062NR6UFSZCGBgy4NN85mYiE4wynaIUbzyPqT/uOQS2xZR+hYIhNhUyLmtj3uldRvCmnOvc68pnakSNqbKVh0TzbFM5vWujSqGFdnpe8/81bWt+388/dPfw7xK5Hx4/nNrH5Jy+3mek/m2fOu/U+xAKe9VT+cPJc+hLLfz+NQDBNZs18r/7/H0z+GYv80Dl5TPWN2L/GI9SejH56cUjtdrlx8aWLOj299FD8eeb8sN/TvFt9ww/fLpg29v5NPpIpTb1PlClqyrJK6r3Nhm1Tz3tgYk1I3Z3Nu6f+9N51M8OQYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYLcEhAvlQwDEZMG8T+AY6lB8msjpY0jK4HdsAN5HzhznKFkcjpcXZycl/ru69X3p+alEW7q+9nB5U7bHlZnDnvZah2QXxICAuEta2itr2u1PQOlDxmW1Pu75E7Q5M+e4Ih7jb+d+51xtmdKEKiFrqmzVMRF/s/myiuHYP0i+X+dALmm8++8SiJ2sw3+X1DfY3uH36ZePvlQPi3XJzDcVStpcMAk9JWHV6eQGR9SfB0kib5sPDHe7Vovn/YNNzuln+D3lc67sNQMQ+cVuPFqrK8fvkl3HHy5vSlmdn0rRbXetp29dktvZSLIcAfdHldYlGcNhOe3fK9X57Xy52N97WwMS2oOk3y75x/Fvyv69N52POfIdAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMDuCQgXyofghsmCuVvMFstqIqePQSmD37EBeB85c5yzFRbKwM1g5yUDOEq9uPaUbEsOOy5dx2AzGT+TdycszYz67QlY2WPr4549+UpqeDzdW+2w29vWe8mdhVXjvqW2RGO52Xy5Tz7+TPZ28t4mfDvO0f/7XcjdHGTqf077SUm0vvWlt3Lf/p7ydwn/6nQTK7NKXlFfGe6F+8/zR0vzX8cyVg9z183pZ+78kONzZa/5VKWu1+rK9bviYVTZW466sT85Yfddwc7CpkNstJJzJWP41Hjd96VvY/hGjt348mR7vimve/vEFrn9bJPgYRKFL8hVhrDPS/qtb7uVvrKleY8vH86DAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABTwLChfIhuGKyYJ6SoDDTRhM5fbArg9+xAXgfOXOcsxUWysDNYK8lAzhKvbj2lGxLDjsuWYeBbxx8+dJnMf9ZkjV1hxEYfJn6s/VxL4xiu2crk24XbKjYAzGqcd9Sw6KxHH8vUJLbMX3BjpfG25+/PTz/GYskK/d4+VvCv6bsQq6SV9RXPnXV7Vj/eLof66mF752dCndFn9OPwmbnyl7jrNT1Wl25fheNt5LxNKU/D3YRq9tb3q6cocwdfzKG3xrGyt8ZbAWdrOig1Z+FtpPVRpS+knW/Vq0XuSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEICAgIF8qHwLvJgrlBoqWJnD4qUQa/VUFaH7ktztkKC2XgZuiTJQM4Sr249pRsi4Xd1lSmhe0NNrj0WRMDZKmTwJL9pPzW+rhXp7bEUl13Qn1P0bPvtaXGF5XvFZP/VpxoLC82X/7WmA384WvTHue9jHF4nD/co61+dsnT48IzfE/pS6rxQNRX/nZvf7h5SCADQnkVKToZ2+OcfsbnxH6fK3sNhk7Xl79rdWX7XfLmkfOHQt7D8ZI89qt2ZVfZcayNVnIdY3igYWfQGzoJ1EkrpwttJ6uNKH1lqfuyVmwEOSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIbJqAcKF8SGwwWTB3i9liWU3k9DEWZfA7NgDvI2eOc7bCQhm4Gey8ZABHqRfXnpJtyWHHJetQ62qwv7VPdFpS623UvWZDsb+3Pu61ob00KS3GxHl7OX/cFdhxWNXGNNLLV88zuwxzdp/PYvPl5da196tuvP6eLCrSc28L38vOQfmQsPO2ajxQ6KbV3c/ndOwSgVO5zOlHYbNzZc+1Zzie2qax7EOZqk/H3LUr5r8i+ftwvLzE1D1cczhezmM+kd/fh/JCPqfuS9z1kTL4jI2tnMMYHthBM9gMOgnUSezpzi+E+JHUc4W2E+UHY+VXjoup40hIG9xbQGJtg+sgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAgIBwoXwIxJkEVVwAQSyriZw+KlIu8rtFep86az1nKyycHsT2WTRxW6kXx2UqMaBWm2xNLrXdBZR3bo0V8uYlEGBLw/zB67P1cS+vFvLXdvh9+mWl+4Vys8/pVOO+lYb6BFKvPrXA1V2fna0Vk9Ll/vd4+sfZjeL/eKfglCTuSd1nTOpJ9Req8SB13uvkcHPdLf5PSSye08+k3R2DHo75O1f2Wj9P1fVY9rW6Qn83WO9QjAFNlDFlD+7YWF87/c4YHtARc/XBAJE4NYEAPiBsXG3QR+LfEvoHl0IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQkBMwWGg2WQg2CAiZyOmjIGXweyrg6iNDLedshYVFgMvZfCk9KfXifEzJtpRimKNeA7/on2jycHnL0UbqaJeAwfyis8/Wx712Neoh+ePpXp4Q65+Y+OIhoewU1bgvE+imIJV8LgH1pmj+rIyAes52OJ4/XHK4eTMF/kI1HugZbj7xy2u+OKcfxfxgruw1u1Xqeq2u0N+Lzuv9x1ov3St0HFLGlD24YyFlbPTcYmteofZfw/m5+mANbd2DDPiAzc9F8G976Mi0EQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGiHgEGwzWQh2CAgZCKnj+aVwe+pgKuPDLWcsxUWFgEuZ/Ol9KTUi/MxJdtSimGOelN2p1T4/rvH032OdlJHmwQUNjZVRuvjXpva9JP6P8fLv1M6y3Ys4w7OqnHfj2zgWS6593h5V3CnvwWyL3C6es52tZvzx+H4/GQ1znf3dQ+Xt1QbVdmnDcPNJn+9+uptTj++1y+dN1f2WhdU6nqtrtDfDdY7qkwYX9Jr7G9T9uCOxZa3oeuKrXmF2n8N52frgzke9KoBaGEZ8AGbnYcMYxv+rXAfo3oIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAt8IGATYTBaCDQJCJnJ+gzvzhzL4PRVwnam2ysNbYWER4HI2X0ppquS1wb+UbEsphjnqLbjj8DXwlzHhMwdP6tASGPq/+rP1cU9LuZ7SDsfLi1rXUeVl8kuqcd9Cg1JdZOJpwWEvZapscaG/uaTjs6sn9X//oIrkAQknr2p+6Xk/8n54eP6zwGlIitr0p+tX/X35ajK6s5epfqhgOFf2VH3jY5669tLhuFzF956rV90KhlsqY8oe3LEttTGyLcXWvBR9IncZuWxGNXbl5tNafbn0Gdk38fXpb+DAv7XWKZEXAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ2DYBgwVzk4Vgg6CsiZw+1qIMfk8FXH1kqOWcrbCwCHAVC05ed1CVBsWKtaUWQzeQ438Pp/8z8N+hen8xaBpFboSAlX22Pu5tRL3fmiFNek5PSPjrEkW/CWjwh2rcl4r2eLqX70bPbp1SFVkUtuvEaJF9rtyPdMnng+6sxrZWyh04uM/+/nw2GX1uvFa0da7ssXxT31d0HTQPnio/5ZjBekdQexR6KVXGlD2oxulSbRLVW2zNK6UvlLo2n808P5Vq457qzafPze84XutYgn/bU4emrRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgED9BETBrfGitMlCsEFQ1kROH40rg99TAVcfGWo5ZyssLAJcpRK3D8fnJ7VfqMXetiSHhZ7C9X7+2BJT2qIlEG5PfgH81sc9LeXypVWXgP6ZxG6b4KMa91M16B5I+u/x9I/bqfpwPH9o+x0+PlU/Oa6v5KG08b1gpu86+5y+Hzl/dOPN4+l+rEdtH/Mb92qqc8xi+D6XjD43XivaM1f2INPc57Su4/QwV0fscYP1jkx9MY6fwg6GMqbswR0bft/xZ7E1r9h+UPI6pX9Ysrkpey3Z7q3WjQ8o75uX+oHgN/zbVjsv7YIABCAAAQhAAAIQgAAEIAABCEAAAhCAAATaJCBY+L0NbposBBsEZU3k9LECZXCr9QDWVlhYBLiKJKF3u6Crk9guf336BeeEEVD2nZRxwCU/hknO2XshkGJXS9e2Pu5tRv9uvHi4vC3pKvS36y7e0jHI7G0NFuN+KK8M55vxm+sHO+F6e+/04+85PnPH1X0xg239aHNonc5fzPEIPf59TjWdfD6UGSrn1s4fOEx93iajz43XCiZzZU/JNT72XddpCXrjchXfDdY7kvuZQlc5ypiyB8aTzr6LrXkp+kTuMpT+YcnuleNXbkYt1YcPSBvjlmy4kt/wby11SGSFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEtk/AYPHYZCHYIChrIqePxSiDW1MBVx8ZajlnKywsAlzZk9ANEgp7/1Ksr9Vi53I5uocFqgkqZk9SlPOkQBMCBvOLLpmq9XHPBHbmQq9zMmmy+F+XRHv3eLrvd/XWJc49XN7cTtFqRBbjvlWfiS23xENGe+Dqo49Qe63j7SiZ5yUPz39COc2dP7ofeVnzFz762/I5cwzHx/v79te58VrBZ67ssRxT30e6Th5npspPOWaw3pHcRoWucpQxZQ+MJyShh/bHHLba1eHmvPwzJ4APyDwv+3wbVbZ6WWc070VUAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAggIBBoMVkIdggKGsipw96ZfB7KuDqI0Mt52yFhUWAy9l8Lj11/Uu8o+3It5xztWMv9Rwenv+M+BZOMDl/7IU77QwjYGWjrY97YRQrO/v6AMxZrts+AX1ord7HnT/UCdUW476ca1oyyPugj5yfO+DqNWYHM6/r4TSvNqbZ+/nDPbQSzGnmAmd3a8nnw6VpcmdLzDLTwcAh5VPBMHYuoLz3TGEwda3BeoeZHSh0qCxjyh5U48lU2VP6mzombGOxtaupdm3yWOZxdJMMK2uUygcI+/FufHImZvjFyvoc4kAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAI7J2CwOGyyEGwQlDWR08eclMHvlKCoj6zW5yhZHI6XF2cnJf67uvV96fnJsi39brNnt/usXvZRko1wp0pre2ylfPcKb1OdBSYuqpM7W9EDci4TsLLR1se9ZWr1/npNDBfvfu58zU0C+kBAn4h++et8pypxdfuJLc9Pgy5yfm6f62h+tDDWxjA/HC/6B0QWZLTy8T7llhwHfOTb8jkxtnl7jYJPrA0o7z1v25X6t8F6x24SHqfsQTWeTJXtq2uFrfdlFFu78m1r6+dl73+/T79aZ1a7/E6nrv/m+i/s7++5ZHb1KMdFty6aS3Z3r1i7DSIfBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFdERAulA9BTpMAmUFQyEROH+NRLvK7BX6fOms9R8nCwJYHm+YzIQlJlfBXqw3nlsvt1Fmhrb/k5kB99ROwstPWx736Nfddwn7+9Wqiz5kE9EECi0T0w9El0qcnWPdJG9ucHzi9FPq3aa4Bc6ko/N0urgYPigTIbeInftb/XnJumamN1fqWKNu8uUjBMHYuoLz3vGlW8p8G6x3V2pHCBsZlTNmDajyZKttX2WMZE78XW7vybWvr57m5YaKOgvobD3G3bjE/5RfaT9b+rvKVrv1uHPtJhiMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCwCwLChfIh6GKyYG4QlDWR08dolMHvlKCoj6zW5yhZGNjyYNN8/kwA8mLS7TprbUQ7Kz93gNyvX50/dqYGmutBwM92/HYFHpfV+rjnga6KU0yTz69jitfDKzaJ6J3dvackSigTNsb2Xf77+eNQcHfO7XIN83WxTsDgfslrvpfVbgvap9NL1rZGzr8tZYy1zfF1Cvli5wLKe89xmxTfd9F/jWx6yh5U48lU2b76Vth6X0axtSvftrZ+ns2b7ebH/hS7ap31VuVvtb+rfKVrf8q91VbtgnZBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACENgNAeFC+ZCkYBIgMwjKmsjpYzjK4HfrwSslCwNbHmyaz9iEAV6R6+MSgs45PFzeqrR1dB2kxz2cbGWnrY97teu+T/q22fn8cywJ24nc7RZ53cF8Ppknwd5eY17nrkzYSJBdPz8p7Ms3y/XT9v1sOMVPGD64obe3QC4xfTWF5dS1VfXXUH6C86eYhB5TMIydCyjvPUPbvXa+wXpH+T4rsDkfe5myB9V4MlX2mi6H331k9zyn2NrV0Jatfxa4x0anGzMqz77s45ez2obKV7r2k4S+MaOmORCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEQggIF8qHxXSTBXODoKyJnD7slcHvlKCoj6zW5yhZGNjyYNN8xiUQvFvbz97Kd7vT1mrn7Hq/N2tcb6+VrbY+7q2Ty3/G/x5O/9cnILxb6a0v9z12l+3e/1nK9+7eNHH3eLr30YAyYcOYuecc5vxRQ4Lv9rj6JZ3f2oCPDS6dY/zghqdNxbX9lsX17/NHLYlN0/Ip21p3WUt25/ubgmHsXEB57+nbXu/zHk/3zs5L/Vcm4eZug5vH3HJWjSextubkUdh6X0axtatbrlv9W6gr7zFyqyz32i6hDWXt7ypf6dpfy1xtrzZIuyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIFCUgXCgfgi0mC+ZuMVssq4mcPspUBr9TgqI+slqfo2Qhto/BnvmMS0D/6xKgrO1nb+UfjpdzzXY+lQCyNx3R3i8CVrba+rj3Rajwt8fTfb9jsvGu59eEyu5BFc8E71kyLkHvePnXyrZG5b6sjWHKhI1RvWXmHO4NG79Pv2a5Z/xhU1wj50/OHhTI3Zicqb+Y2q3EdyiA9mWI++urs/kc/1VyK1AqZHHMYmRR3nvG1F/zNVtjoxpPYm3N6Vph630ZxdauarZZlWwGa41+42Ilcy8Vx72X02p/V/lK136S0PfeC2g/BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsGsCwoXyIdBiEiAzCAyZyOljTMoAb0pQ1EdW63OULAxsebBpPgMTqbqEIWvj2WH5h+P5o2Y7b90f7dCkTJtsZavYWZraCiSmvqsTEq7J8zn8YVfHyxRxZcKGVV/xKPe9ht3Px3w3wjV53jhmkvq9v4d68bCHZLl1dVz7Xi0PR4x1oGvj5W/O8Uwl95hF7HeFLLHslPeese2v9bqtsVGNJ7G25vSssPW+jGJrV7Xaq1Iu9yYcoa4CxtLnJ2U7KKssAaENZe3vKl/p2q++5yurUWqHAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBIALChfIh2GKyYE4S+vSr2VOCokGGYnSyMthtYMuDTfMZloT+fpe6262RvbVcbL9jce22+N4yY2TXErDyya2Pe1rK4aUZzKdm/NL5o9OV1XiQb1f0yV2plQkbVn1lutxrcu/aTu/hlqW5ol2u0/P0aR2sn6uheVPK4+ne6b1n7N6A8B4rn/w6txv/8XLdFbzyN+ko2975yBs1Wf2pklshn0KWWHbKe08Fi5rK2Bob1XgSa2tOtwpb78swWWOryf5KylLqrSE8uF9S6/q6W+3vKl/p2k8Sut6uKBECEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQDMEhAvlQxKSSYDMIGnKRE4fxSsDvClBUR9Zrc9RsjCw5cGm+fROQj9/1LhrpbUd5yj/cE3QEtuififhWhMbc+iIOr4TsPLJrY973ynl/8tgPjXll17cjus5Wte3xzSZdqod/YNBLpG32v8uucn1l+7/8fRPLp1M8fI95mS18h0tlevLi/PyE1DaUc7xTCW3grhCllh2yntPBYuaytgaG9V4EmtrTrcKW+/LKLZ2VZONWslS7m1j5w+rNlFufgKt9neVr3TtJwk9v91RIwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBaggIF8qHJCSTAJlB0pSJnD6KVQZ4U4KiPrJan6NkYWDLg03z6ZOE7pKkf59+WdvMHss38H9/u2D7w/Mfg35TzLfu0TZqbrOBbXW+uPVxr7TObPzJ587O2ZLPbzlek8L1D9Y4O76ti7/tCMgSYR4ub87Wc/4/HJ+fVH7PjjAlpxJQ6diVk3M8U8mdys9dr5Allp3y3lPBoqYytsZGNZ7E2prK1vv+wv2VUWdx6xcKnxRdBusnQZqN5uyznsU5m173dPcEQcbGyRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBBGwGAR3yRAZpA0ZSKnD31lgDclKOojq/U5ShYGtrzpIIyY18vd4+ne2l72Wv7heHkR68vZdqczg3L/8jDCXi31e7tNbCtz0t73Fm3jL/18qkv8LpZ8/k0rj6f7PulMujP6tzr4w5SAKmnQzS9NBZ0oXNm3JornUCUElGNbzvs4ldwKNShkiWWnvPdUsKipjK2xUY0nsbbmdKuw9b6M7GNaTbZpKYvyAbI4fT8/WbZva2XHMf58WJb1vR0n2pOEvjVvQHsgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB6ggYLOKbBMiUiR2lA3nKAG9KULQGY1SyMLBlglTrQapXgjm2Pel/D6f/s7DtQW//OV7+NSj/xZYKpbdAwMCuOp/c+rhXWnfC+dS7S9yp9QGkbmd094aO9XFsdawvrbM91a9KGnTzy9zchH2L3fdzKy+gPoVPGcrIOZ4NdaZ+BqCaPTVVBnd9LDvlvedsAxv9YWtsVONJrK05M1DYel9G9jGtUTMOFltp95H6RrcBWotkvDrXp9ztJ+oP618B5sapEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEELAYLHdJIiiTOzo22wipw97ZaArJSjqI6v1OUoWBrZMsGo6ec/tMHtmt2vr3nEtv2M9rYcU+3wfpP/v8fSPRd9xyfNDHXzuk4CFXbkyWx/3SltD2nzquut5S0H8vr1Jb5MorbM91a9KGnTzy9zc0vrW9+Sf3LJTnz8B5diWczxTye1Pav5MhSyx7JT3nvMtbPOXrbFRjSextuasQGHrfRnZx7Q2rThQ6sfTvVBH0ffmtT7QGUgzy+k16AsZvs9ZW+HR0v1rls5EJRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE1AQMFoxNAmTKxI6+zSZy+uhHGeBNCYr6yGp9Tp9g+9ozqeXTJVlHBxELX+tkV3N8cXbmkpVJLLbuETfld4HxLulTbY/ncU2Ho30d4/r4vg8CVr6w9XGvtPbD51PnD/fGBDcGlJY9qX7nTx+e/8S8/SGpXi4OIuD6t8h3ZJ/nh/et+blmCDRlvfjXdfIi++zmdTl5q+ReJ7R+hkKWWHbK+/D1lrZ1xtbYqMaTWFtz2lfYel9G9jGtLeuNk7Z7a04N6z4Pz3/iWrC/q4R9Sr2+Qnk19KUFGdx8eX89hhZDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMhIwGAR3yRApkywKB3IUwZ4U4KiGc2smapUwWqDfuUZ1Dp/uGBqM8ARdJGAlT3ePkxgs9v6+YNd3RbVu/kfrfwg416a6XjOp9wDTS/NJ57PoQpMSJ8rhuN6AveExzMAACAASURBVMJxz+R+ZKnFnn3Laz63VM/tb8p68a+3dH/+rRzbcvJWyf2TSPgRhSyx7JT34eEtr/uKrbFRjSextua0rbD1vozsY1rd1qqRzs11hTryGt+n6nMPSGpatP1SpvhxbP6hRth8sXHz5e33EFoIAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKAgAYNFaZMAmTLBom+ziZw+qlQGeFOCoj6y7uUcl5Sr1ItBvwoKanaBzMfT/V70t8l22u2C/sP39fYfZGM+No5/2qRlejfKx0ZizsGuvFUweeL0fOq62/nh+Px0+H36NXnhhg+6ZPvuYZyHy9uUTW646dU1zfXvKR1EHPsx1lk3drpvfSW/hLQhRFZlvfjXdfIhelw7NyfvNVl8f18ntH6Gb11L58WyU97vrbe0rTO2xkY1nsTamtP+kg0H/pZ9TGvLeuOkNXobWNQ9NQ9v++kwsN9E6YI64uautXNz82U/K+MsCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiCJgsFBsEiBTJlj0bTaR00cJygBvSlDUR9Y9nNMl3R3PHwZ9oXDQ6/yx2V1sd2CYqsSJH3Y9s1O+0i991clu6Dsw1dkmftmBNpDNuDeL3OuHfj717h5W2mvS+SKox9O9Gzt7H/zq7HjxfH6UEhCOfdnn+cp7lRCoynrxr+vklWNbTt4qudcJrZ+hkCWWnXK+u97Sts7YGhvVeBJra077Clvvy8g+prVlveHSurfHCfWTvu4zc48e3rJtX1GVzo7ae1zaZsvTzZe33TtoHQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBwgQMFrpNAmTKBIu+zSZy+qhTGeBNCYr6yLrlc9xur0pdGPSl9GDm8fLXJRq6na63rMvNtc1uF/T3OVZWgXh81Bzx7R+38onY1PZthxbul4Dr3yLfkX2er7xXCbEAZb3413XyIvvs5vg5eavkXie0foZCllh2ynu/9Za2dcbW2KjGk1hbc9pX2HpfRvYxrS3rDZf2+jCmbdJriP67N9mFN2N3V4Qw5dx67LsGXZCEvjt3QYMhAAEIQAACEIAABCAAAQhAAAIQgAAEIACB3AQMFoNNAmTKBIu+zSZy+uhPGeBNCYr6yLrJc7oE38vZwPYlSeM2cp0/sJV2rFmVNHFrS2s2cDhe3m+vSf+b3dDbsTytpOm2Mx04X7NjbSso7ZaAm4/xv30GtT6cJhz/ss/zlfcqt/1u6W9lvVn86+PpXuVDStixcmzLwrs3HpXcS7bo+5tCllh2yvtw3/bGnqfqJ77lHB4ubwrduDJ860w9b4mtajyJtTUnm4qns9ultvJbIIHrelB1azclxrRAcsVPF/ap6vRP26bv/VVc3HhT3IARAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAlgmoFnRH5ZgEyNyC8agORcDARE4fW1EGv1OCoj6ybu2c627P5w+xLXna4/njv8fTP4fj81OZ+rugzjvBl8qt2mwX9PVkcEPbfKmcOuIZELDyc4x7BsoKKNJKr5Rrm3hxy7fWfuTkupU18u/s83zlvUpAl7xT1pvDLg7Hy0ukTn/Mt928OoSV4lyV7K6cHLyHNqvkHspL+VTIEstOeR+ewsDnWgWnrZexxFE1nsTampNNyD/7mLbEtvXfDO95f4xTYTbw/NQ6W2v5XX8s9d9y93xXdql2jetVPoz00/avG2OM68v5nYc8rHsn5UMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAK7J/BzYTg5CcYkQKZMsOjbbCKnj0Epg99u0d6nzr2f09mPcHe3iH7zevd4uh/0cPh9+mWz67R3/311TAZ5+KyHgDI568ZO1xPBzRLgL38J+tVjY7kkubG/xKSML9/GuJdLg9P1WOmVcr9sPAeLWvuRk0vU/uzzfOW9ynTvmz6qrNfaLtxcQKRfN6a8TxOxPSqUnyT0Y7zfi7VV5X24raVJE5hlczCl/SvKWtKBajyJtTUnm6KNfRnZx7Qltq3/VngdZqk/FhnXWtdnDvmvm1nEj1mLvuDh8jZeK8zRnrk6ruuUppt2vNTS1jkGHIcABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFIAouL4XGBYZMAmTLBonQgTxn8TgmKRppMU5f1dvNqYOdLwcOb32Z2tHo83VvupuTZ5heSg+sxaXFy1jc79NWzKmHj1v6crddDGklyELi1AdXfjHs5tDdfh0qPlGOUyOI5d6+1HwnHIJP7kfmecSfdkXypntvflPdI1naxhXsgpe+y5j22FZXc4zJjvytkiWWntMHY9vtep+C09TKWWKrGk1hbc7IJ+Wcf05bYtvybcswU6vfzvr3EGz5a1mcO2W13zl9/W12ONo7rMO8jFSXdj9vNdwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEgkYBA4MQmQGSyEm8jpow5l8DslKOoja6vn9PZSNvnc7bz++/RrjaELNB6OprsNfQY1F/o7yehrisrwu9I33Oh6fRf0oX2Gu6G7fjlUw+f2CdzYoI8f8jqHca+s7VjplXLzJqXX2o+cXCJbeHdl5fyvfJNJSC9X3iNZ2sV1vquz81I7aYrssxvvLHnf2pBK7ttyY/5WyBLLTjnXjml7yDUKTlsvY4mnsxFF+2NtzcmmqL8vo9ja1RLjFn+rYBOAxfsdHtyuyKq6dZHLi7Af3+j+/OGzXliCiOnO790Ds/W2vQRv6oQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsAkCBgvqJgEyZYJF6UCeMvidEhTdhAHfNKKK5PPj5W+oXvodsMsmzV93T32pNRB2o+rN/Wng4z6DnL67oA9QVUkbP8YXt+sV/3ZD4If+PXdoXrsu1L/uBnimhq7ph991SbaWLGvtR2bjj8j/WOpkXHZId1bOH8zsQv+Am//DdSEwPc4d6yn1uxnviXakyjpcP1F08KGhrJTPWHbK+/DghgdekMJnL9cuIVWNJ7G25mQT6sFkjW2J3xZ/s3zrmFDXf0Pv3beoq9Jt6mzFbSphNn+sPwnbPhHd3TPNvDWytAFQPwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCIQTMFhUNwmQKRMs+jabyOmjAWXwOyUo6iNrK+d0ARLTIJFnUpnn7udzXK+v+i2+K7pLXn51fW5OTo7rCRyOl3cDf+x0GZ6opU8W+0yId31VT48SayRgZM/BD/nUyKZlmaz0Srme8wxRMkyt80dV0mDr9hTiI5T3SFZ2obz3cbotmaCntC0r3lP2o5J7quzQYwpZYtkpbTG03aHnKzhtvYwlpqrxJNbWnGxC/sXWrpYYt/ab8o0lQt1+3Sd/zfHC799bU0bF8mZ5U2EjayI5+ky3+//j6b5ik0A0CEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8CFgEDwxCZApEyz6NpvI6clctuN1SlDUR9aqz3k83ffBZavk3amA4OwxlS76HbpkNpLYx9+7pGGCQqZdobfjWdtK0WFsopadTOePO+zJ1J5qKTzFbpeuVfnaWji1JseSbvgtbyJ5Cu9a+5Hd2NOObpxeQ/yC8h7Jwi4Ox8s5xVYnrj2H8FGfOyFP9PzNgvdce1Vyz5UfclwhSyw7ktDb8oVrtrJkd6rxJNbWnGxr8gf8XmztaolxS7/1ayzR/jpAV5I6Yu/hW9JJdbI+nu5dQrS5rhtJQB/0kyMR/XA8f7jk/6FOPiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKBBAgYL7CYBMmWCRd9mEzl9TEAZ/E4JivrIWuM5vS28GNhubMDw9fD79EvNqqJd0f+6oJALPhEMVWv57u4aELfZ/T7JP3S7oZvtzl40gUyvRUqcImDlo5PsekpQjgURsNIr5eZNDKy1Hzm5sIXtJKF3byr62tk1dp49uq78g2xK+8zZD1VyBw0YMycrZIllp7wPn2me7LCC09bLWIKtGk9ibc3JJuRfbO1qiXFLv6nsQajT0dj2cw6YYnct6aUWWbPsfu7W1AzWDXMw1M/nftq861vsip5Dm9QBAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMCIgEEQxSRAtq0kdF3C6W6CU11C7PPT4WiWFLsYBJzuJ+ePbpdwo77ZFXtNBK4p4f7v4eHyxu7oOqXb7baVnqhlGWx0Pl1HkZJqJDDtN6cDziHn7mbcq1Gp2oSqiHE33X5CbG3L59baj5xcW+bu27aQ7q+8R1Lahc0c4vkphI3Fub469DlPyXuxrdf7CYnPXazH80cfNmvnxLIjCX1b4+iSyanGk1hbc7Kt2XHA7yZrbEv8tvSb5UPfAToM9MHp9/Jb0qFVW5xt2K3HjP1tuwnoA3ubed2Y0fDdrZeXn+8N7eYTAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEPAkYBE1MAmTKBIu+zSZyrmG/BsCGxfX0z5Sg6JqsNfzudiTKExQK1sX57vF0n4tRb//vBv01MBg65nTdHZ3X5sZbwXXHrTFT5XdN4K576EC6i2nfxofLWzw5rmyBgJW/2vq4V7turfRKuUr/v15Wrf3IyYUttL8TukmiUiXzBqV95uqHyvtoxRilYBjLjiT09fFBoZ9cZSzZo2o8ibU1J5uQQ5G1qyW+Lf3m3ugm1EXC+klw/+PtYYaGdvURug1CZm3s4fLm1oENm5Kt6Ot8IgMzt/70cHlz9WVrHBVBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAGoHZhfL4pEOTAJkyeN632UTONW2okzK2uCjfJ+a+HNzrauPt0Co4+FryFbpuR6BKubgE+XNJNmt9r7rfu10pzWz8XdVeA9/72TdTkjpU7aMcOwJW/hu7sdOZT8lWeqXc4MSkT18aw67WfnRNCMrLIoaf9TU+fXE4RzlOK+xCfa/zyfr36dfQ5pKfn/II7lEUvH1YXO8fNP3Kp761cxQMY9mRhK6xA4UOFWUs2ZpqPIm1NSeboo19GUXWrpb4tvKbehOICZ2+W67PbCV5uSZ76ecpmTZ46NZ7zs6PbOV/gYc6XukHNfUgZIEABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMENgIoiSlNTiArszVSUdViZYFAvkXV+FLg12bCUJvdfv+XC8SPkI7fu9GtZXO3KsUvuq1fUkpHt4O8vgndpWLWXlwQUPY2n0FCsflZIM1CjKqsS20ivl5h3Ta+1HTi5sod2d0LsHEk3mp5q3uyicqdI+c/XD2hKvFQxj2dXGYskmFZy2XsYSP9V4EmtrTjYhf5M1tiV+W/nN/K16D89/VLY2Yy8vW9FF6Xb0a46vM5yt1sYoVzcvfCEZvXQvon4IQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAgsEDBbgTQJkfcBAuYBvIucCaheElL8GeKm+2n+rfMfzwdbe3U5JNbLsd/WS25TYJ3QJ6eqk6Br1ESJTb/uDjUk/XaA9RBavcy13bX+4vHnJwEnNERD7ks9+kpIM1BzECgUW69WNES4ZhP9+DD77Qaoeau1HxolcMn6p/NeuD+n6ynukWLvo56RWiV3Z79mW+K/pLuT3WN5L8t3+prQP97Dwbfkxf4cwmjs3ll1jSeiZx0bpG5qyyL5kf6rxJNbWnGxz9htxvCo/uMS9pt/E/m9qDnH1iZb3ysfLX9ZS0qyqtwOrOcqUXXBMl3g+xZJk9LQuwdUQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABGwIRATAphaBx8dMAmQGASQTOae01Mn+cHmTs24sebNLUHl4/mO+G5Um4FFt8vmtjbUTVOsSG166pP7H0/1tO3bzt2mQ+vxxZ8T2cHx+kvuwvq+mJHfsxm4abCj20qDSPERW6pW+7wF8dMoe2KuSBpWsSpQ1UvvqV+U9UkyfvD5YJ01eHd9XvlvNa1bBzpygtIcY3jNiTR92c07tPajk/lnBMJZdS0no00q1O7o1NqrxJNbWnKYUtt6XIel7dtZTZ8li/zcem67fR5sVqOxtxmbQf4SJuXUnpV+b0c1Pu9CsR1LuOscXNweOMA0ugQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQsCBgvpJgESZYLFtc1dskSGHbrMkjJcUOJsYRPKMnu9nc0DgOsBCt8gTjPJ57d66lm3tMPTaxes/X36dduWLf9t+xDG85MlO9Mg7s7swFJPtZRtML/o/HhKMlAtbFqWQ6lXdBlmCXtgb5zE5TsXLH5eiGUo75FC+qTx7ud/D8fzx6HCuUEr/bC3C/e2CaU9v4TY5ty5CplCbHUsh3IuOy53C9+3xkY1nsTamrMJha33ZZissW3BbufaYPkAda+T72+G6B40v6h97pf/HiW8z7WZ43d37sG1Xvd2utCOq186ptxYFq+1vr2SPgkBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYFcEhIGxYcHYJECmTLAwaPPQ9qyfbufB2ozVJYu4oI9toq00meKqM7dL4EYCe66vNMf/eP64yvz85JKaarNrlTz9blxWfsLE947bfk04M3uwprrdTsdt53s4AauxNiUZKLwVXHFLQKlXdHlLd/nvPbBXJQ26hx+7+ZCbE2X6r0x4W7aE778q75F8+mSffP6itMfJsipMQHfkJ2WNTBzz4T3WtptHumuW/ruHlA9Hq0RIzcOOCoah7AaOW0u0Htql+NwaG2cjJW3N6URRf1+G+X2ewoZqKcP4nrW7l3dj7217be/17d54dtuOFv++rkNeXroH2CLHZGF/tVrvodxl3b53cwOjNwO22C+QGQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAVgIGC+0mATJlgoVBmwsEA84fWQ1lpbJr0McsOdWYr+eu+BUlw/RJAms7+be8+9P3ncVW7K+Fn22D4ecPV34ODsokuwlfLNlhMwcH6lgnMKFfiS+PTTxbl5gzfAgo9YoufYh/nbMH9qqkQTdP+iKX55vyXiVEYmW9S30yW/K5SzCq+MHQkv1QmSQc1Q7RvVBU3TeJZ0u2utR/lAyX6mnxt62xUY0nsbbmbEBh630Z2ce0Fm14kFlpyzM6nNWH5RsA3UP7Qxv57Hc9f3j+Y8l8Rv+Se1rKNthc5Guu8FLjpi30WwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACmyZgsPA9G5BJAalMsDBoc4kgRFXJmnvQj2tjig0rr92IDS/2GyWvGsoyDY5mTtYyDexnbksNtrFVGaz8VEoy0FZZ52yXUq/oMkxze2CvShp041QY3fSzlXPhEGmU9U71SZfEk/UNO5XPA0r2Q9P511fi1tz8XPaAqILhlK369BslQ5/6Wjpna2xU40msrTndK2y9LyP7mNaS7Y5ltd2N3CXNLj/8rRyTp+ynpjWpMfec37PPS9bHx7lxk+Pl2bmNOc65NmzI2Q+oCwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAdQSmAhuJx0wCZNbBnMQ2Zw8u1LaIvgf91BTwa81eY+StzlkmCOQCXzEMfK4psSPadTdUqzcfLAf2E9TApZkJ+NhvzDkpyUCZEWyyuhidzV2DLsNMZI5jzPFa2Tu5YtozcY3J/ciSxpRz4aV6bn9T1jvYxfUNR93cJeNbdc4fLexaOWFr0feBA+9bnc79rUwSjmjHeU6u0OMRdf9gHMpukFHJcChzK59bY6MaT2JtzdmFwtb7MrKPaS3ate096nXXZh97OBwvL0Ld3/q/97vH032L+kmRuZ/rvLiHAAzZ3rLm7/JJ5DodPFze3Fv99th/Uvoe10IAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8CZgsIBvEiBTJlgYtFm3MO63yF/VLujO2PagH9dG745lfOIGbHi1zxgjzFa8S6iy09f5o1QQzXSXuYfLW6l2ZTOMHVRkZfc+yR87wFusiUq9osswNe6BvbMJUTtN7keWNKacCy/Vc/ubst7D8fJeJsHr/OES32/bVuPfIvvs5sGhPlCZJBzaDuUD0KF1T50fym6wJSXDocwSn04fjkHMfzeHn5LZkk2KvK6NMfbnrpuyndBjrpwpXj7HQutaOD/7mObTvtrOUdrwpC7cParPv8fTveVYWuIhdJ9mW55jrlu/ddjVNaxJu6HsqrjVtK5r2WcoGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAdgIGi+QmATJxgkVVi+BhOqhzl+Ca9OOCchZBqpqCFWE2c921a+Wa9yu3enaWyu4MDSp0CROmAejCD0YY7/JW3cM2Biay6SJXfE70OJySDLRp4Jkap9QrugxT2h7Yq5IG3TwwjG762cq5cIg0ynqVNuZdVmMPnnm3yyPpLNQHWtzfeLZHOifzrHNxnhDKbuhTSoZDmSU+Ex8GnfSPlmxS/VTMfbhqPIm1NWcXClvvy5jUWQnbq7VOlb4XdRbwsJTbcXmxLI8xYvH6mYdJatVPqlxK/7TINVUvXL84dtfAPmY8SbVfrocABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsAsCBovAJgGy1MClQTuLLK7X+pr6wvp5Pxwv5zEbiyBkTcEKA3v+7Lf9zt3uFdKOaxE7d/U274DdDmjdK39tGKYkRMjYGrdxbqdGmfwUZErAyn9UYfum5OouXKlXdBmm6z2wF87fPuc1YZTjz1bOhUOkUNartDHPss4hba3hXM92ec2fQ31gmSQ8/QPQCoah7AbbUTIcyizxmeIr59hZskn1UzH34SmMbmw0+iGMm3K8/MLMNdnHtBJ2HVtnqn3NMP+mr7l+sySzsk/9lFHvm5faUvo3W5bDek23IcM58SGfsd1svt+K9ZJl/TFmPClt/9QPAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKAJAj+DGcMCfPSnyUJ7jsCSAYtxACL5e0zgK5cR5tVPFxx6ccGhuVdzC4POn3qrKVhhYKuT/fbw+/TL7eLV7y7/ycKg/h9l57Jdq3qMdwmf1JdVW5bKvdqI4Q76ATvOLcnJb/kJWPmJmsfC/JTz16jUK7oM098e2Avnb9nHSeVcOMQylPUqbWylrPea5tUhvFfa9WM+u3R+qA8UJ3v5yWqw2+4SE9/fQtkNOlYyHMos8ZniK+fYWbPx1e3UeeOHzX15pzC6kSF6PLkpx6/PTT8EHi2DL69mz3MPRR8N70WdPtwbOyL+Wb8VrZPr8XQfIVpzlyj9049+6TYOcGNdz1I4r9p8v1XqxRnlaEOMFH+5eG2r88/mOi0CQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAvsj8GMBfjrotbiIe1OGyUK7MBAQ0pZqzp0LFtdisbb6OX9ck6Cfn1zCq0+bhUHnTxuoKVhx0+c+ZUw47tVvHYOe7WtCXV7y+ui51nOMX7/9PgRIa2m/cLewCds4f9TW3lq41y6HlY+ofTysXS+p8in1ii7DtLEH9sL5m9e8JkwDy2cr58LLNX3/VVmv0sYWyjq3PK4vtGtiDrP8UHeoD1Qme3m2I3oH6O9W+v0vz7oXeYayGyRQMhzKLPGZ0o45dill3up0isntOSF/z8k8Vc9wzF0TUsfCudHjyUKZi/Y9cV20DAOPrX5avnnsqofzh+8a1BRj2/vkbowx8dNTbSl5TOmf+v7VvU1xalML4bxq8/1WqZdv9tW9ce/5j7L8wa86/X6riz8gAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBAQ2BYiBV+miy0CwMBoQG/wuefP2J2/tJYh38pYv24gFC303lswE8YdP7Uf03BCmF/HdoX1W8dE8f6+pCAdgcyf+ur68x+96aBq/gzLQhuScp053e3+9xOdnmz1FHusg38VNefYhKRcrd9y/Up9YouwyxlD+yF87eoeU2YRr6frZwLfy95+S9lvUobmyjrdSrZa7l19f060a7ouV6oD7RIxlpoj1li40Kd3ixD2Q2WpGQ4lFniM6Udc+xSyrzV6RSTlN2q52Seqmc45q65lSvy7+jxJLK+qX4QLcPAY4ufpvefw+YcgrdBmL9VTiBj7fYh8k9d4vnaGqNwXrX5fivSS+fz5mzw+kaB5ydVXU6/c3VxHAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABBIICANjQ7DMZKFdGAgY5Gzh86WVxMtE/by6IHGXbC9KNBUGnT/tpKZgRa39tgsQPXQ7Fp1Tg0QJbq3YpS6gmZJgsarXygPMxjvRmSVDFTOYjVe8as9DckfgZ0wi0sZRZ22eUq/oMkx1e2AvnL+Z3I8saSxxLvw533R6Xqrn9jdlvUobG5X1WtMc+pZf6N+jdn3TWczxUB+YOrf2l/H5KZRLyPn+cszvJB/KbpBPyXAos8RnEsOZ+wlrNinlx+i7hvEkSU/f58fZx7QSdh1SZ4Ydxp2P19x/ul2djxeXAJ08bsyVsaVxdsoOov3Hw+XtcLyc1xLPx3UK51WSftvJf7y4NxEq/5/HbY79Hq2Xib7gJUO/Q3rKJhhb7yteHDkJAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIAFgbkgRsJxyUL7bVuFgQCzwE8Cs7FMs6+FvWVS098B+nGBk3MXNPx9+mXVBmHQ+VM3NQUrRLb22TYXPLLSRZeYHZGYbiWPWbn2wWVJoNCs/a5gYwYxCSim7aXwRQIGfqrzWdjBInbzH5V6RZdh6toDe+H8zWxeM6e1gLnweP41+X2ujqnjynqVNuYShGqaO0+xizmmZBTqA5XJXjPtyLJb/Uzdk31h7txQdoOulQyHMnN/XneFjU9mneuX1mxSdoN214ZyrmE8mbPfiOPZx7RQ3jnPt33zWN+3xG/iuj6sHt9v122m3jemKWzD3z+dPzpf8/D8J/btK8J5laTf+rc9yL6qky3GTnpdFfV/PwAAIABJREFUnUM2Q5gbA2Pq5xoIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhAYEVgPZgQtZLvgsWQxeyRi91UYCAgKcBvwGdV//ugDCi+H4/NTyO48t3xK/z2jnywJ51NtFwadP/VVU7DCwC5N+u2UbtwxZ+sueNzrydnJj53B5q6t8ni3I1O3y9anvSh1FJN4UYrTNcDe+TYTFu4BllJto94wAso+MC4rNvEsTHrOniMw1gXfg+fINn5xYjfBNd3U2o+E87es8xrXX2bmwlE6n+t/U8eV9a7Zzfrv3fh/jk38mmpfbcfWGfj7hdB+aJSI5mz0Jed9joJhKLvBjpQMhzJzf6Ym4M71T2s2if492Kcn1jf23cF1DzahsPW+jGgZBlm28ml+r9nNqc4fc/0khaP57u3ixPmUtqqvnfdPfdK5cD1VOK+S9Nv5tvvPNyZ8UXWyJdvM4+m+Hx8Xk9JzzneS20QBEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAARaIjCxGD0OuMV8lyxmt8QQWe/uXJDOBXq7RX/DHc59WQuDzp99oKZgxVb77TXg9/zk9Oer6xrOS9nZb1WXDQaTU5Nj1pjU1BdrsL9aZVjTY+zvrfmHWvUTK1es3rguKVHkcy6i4lhrP9LN3z4f9HQPuuX5/6B7GC2kf17nTiXtq2P94sb+ELlbPVfVB105of1QmIjWPSjc6ezxdJ9bFwqGoeyGNgoZ/h3KzP2Z6ifn5LVmk3Z/cP6Yk3vueCqnwU5jbc3JNZQh+GSNrX+Q/XA0fNi5f6jP8l7TPfQjsIf5eWGDawdzfXh8/NM/XedaL5ZvVhTOqyT99rPtEQ+dLthadbKN9S35/ni6d7rsx4LXwXdY9m+J3BQCAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKBVAguL0vOBjeXFb8lidqs8kbsOAqqg87h/1BSsGMsl+k6/jTRd40Dy+12B5KBIFN8us93pbduvG/8GsuE/RL7px1wkJRmoYZzViG6lV8rNm0Rcaz+ymL+1aFshHV6YLPXD3y6wc2+wOe8l8XysjwUmIfy6c0P7odsB2Ok79v+4HSW/KxiGshvaq0zmG8rM/ZnUBpegOvMvqdyb9aGpKq47WMePdVNlLh1T3aPF2pqTTWHrfRm7v1fPswP65W+Ot24dhA+tzdjY5uzF6X+pvyt/E86rJHpQ+uaRvVQnm1KHc2V1dtTo+tpcmzgOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKAaAqNF6ODA+cy1ksXsagAhSJMETJKYHp7/1AJjpu+l9GH6bYRyXQKWgS56PbafaA2fCKPa0CVWfSMlGWhDeIs1xUqvlBufmBfDrtZ+ZDJ/u0mOjOGV+5qQDi5MlpqfR14T5s4uOc+9/ShEvq2dq7SFWvuhtc4UDGPZKZP5rDnNlZ/I72WhXLdD/rwfCPhtoY7o8p2vmyt36rhK17G25mRS8XRtmWrjbo49nu4zJG472zxnYZqnPbN9PUsbG65EOK+S9FuVL7vxR9XJ1rDJIDoEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQg4AjcL0dFBwVE5ksVstAOBFAIWSUwpAeiUtkxdO+pvij7ryqDfToFeOMZO3wtwRj+pdiGcsflmd4ofIdrs1xmdJfusmnzxZpW30DArvVKuJvHPl2Ot/chi/ubLpKbzFrrgj5+EyVLOP7//53j5t9PDw/OfnDuP/mhYpQeUdlJrP7RGr2AYy06ZzGfNaar89P7+/DRVrjuWg01aHfOyT7Upra7xmBxW71gWha33Zez3Xj1PwrYb/7ImbWfa2T1rm8a23/L3dD/76T8k/dbiwf7YMfRWrzo/e/l7WzZ/QwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGMEhIGxIbFMstDeGEbErYxAlzwTsFubTz9QBWoUqHzkDTyHfhugGNsE9MvfrSV9mSaiP1ze7nilcoD15js10AcNc4jVz5p8cT6a9dRkpVfK/UxYWe0DCla19iOL+ZuCV+4yQnq8MFnqb612EcLD+lylLeyVt4JhLLvWE+aSkxF/n37N9ZEcbBJ9fFBCrao9zsfOMVs7rrD1vox93qvnS0AvwpdE9LUeVOZ34bxKYleJfnPyviJ2DL3ViMrPOj93WzZ/QwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGMEhIGxYXFbstDeGEbErYyARaDmcIzfBU2Nh36rJupfnnkC+sPzH39p2jlTGaD8Yf8koldpCD/0JHowSBU0rxJaA0JZ6ZVySUJ35m8zf8vLVmHLIa5AmCxFEroHeIV+hzL2Op4N7U/5jGWnnI96mIv8FPe2ggRu70sC5WCT6K8W5b9tm6o9JKHfks3zd6YE7b+HwveRiX1iWINd+wx6gCOPhuutRagTydq4xQP97q03Cg2o/Kwb1xTyUAYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgUJJAQxJwLdEgW2gsioeoNEEjeJW4iWTIlAK1GSr9VE/UrjwR0P06TZ1nvZFc4gWCyzTs/aOCnunlHbOLZztUha76VXik3b6J0rf3IyYUthCXiCJOlSEL38JRK+6y1H3pgSDpFwTCWXcsJc9ek3KSxYjERNRebw/H8EWsD/3s4/Z+v8bnk4th6xtf51jd13ricxO+7WmPbSwL6YDPmawzHy98u6Zi3hw3IFz+F8ypJv1X65pEfqk62RaXwIwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCNRPYLQIPZdUHnpcsphdPzkkrJmARaCGJPSaNW4vm3lweKM7oH/TDIno33Bs/Q+D+QVJ6BUYjZVeKTcpsTB0rl5tsjFJ6Fc7COnqwmSpau0ihIf1uUpfFZtIbd1G6/IVDGPZKe8RrTndlp+6G+5/j6d/bssc/52LTVo7/N9MprAzlzA/ZhT6XSNDNy7sZo3tOqbFP6jgzbyyB5jN1xrcJguVtTm0P+U6XzivkvTblAd3lvqDgmeucUMhK2VAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEICAMYGlRenI3yQL7cbNpviNE0h8Vfl0Mtfv069asEX2zel2XXd9p98uKNc8KLyHBPSBL4noA4nNfxr4KZLQK7AaK71SLknozrxJQicJvQI3tyiC0lfFJlIvCtjAjy7BL/V/yI7YYyTNJsy5+XPCDuI+ydS52Lhk+Nh+1O3mPFbowvfYOm6uS7pHvilr6V587bckORYwVfWT+T338La7SpOxs7T/4fIW6z+rMhZDYWpKQhe8AWPWt6w9mOSDONe44SML50AAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBhAsLA2LC4vYsAWWG1Uf0SgS5Ir0/mWqoy92/023zEzYPBe0pAH9RGIvpAYtOfBn6qm2fsNWmvFmOx0ivl6uctS0xr7UckoZOEXouvm5NjqV+F/lZrP5xr+xaOt5owJ7gfeVnTX042KQn1Xgm0uvWA8xq3pd9DfcLC+ZtfY8s2/leagD7YkaCvD+uyC5/nD5fcPNTJ53cCVSWhHy8vC35hQcde9xXJfiXnuPFdS/wFAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC1REwWNBOXsiuDhICNUUgZXe12f7ggpUV/ZuVc9jdK/yTfjuhX/Mg8B4T0AfOJKIPJDb7aeCnSEKvwFrEen3vkxde+bz4MEhNNvm8vtbk12xJaOHzpE924j4wWW5IVxcmS/2t1S5CeFifq9R/jbxT7cldb62DlPJbTZhLfcuXT+J2TjaHpMTK56c1G0i1489+nniv9llO+piz3Xv1x9O92+FeyGpyXO3Lf7l7PN2v2U/p369rEOcPWybnD1dP6bbWWL/MfxwvSf3W+W1bG7j8TR2zc44bNdoKMkEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMCIgMGidtJC+0g0vkIgisDheDmr7Trk1d9RQgdepG6fCx4FirD5020T0M8fitcfN68E66SDyne6a15/Kw0w8FNdUkmNSXsrKDb1s1Kv6DLMNPbA3tmEqJ3vrqyc/9OSKr/vWBliGcJkKZLQPcCL7LPa8SzVnlIT2jxUkHRKiwlzgnsSr/u8nGzcLswJfel9zQhS7XiQzSd5f0mWoRzBp5cOl2Sp8bcuyfbh8ibgs5R4Pvy2+jaAmhhd+4h1Ino390ja7b8mZipZVP4jdY1NOa+c7WOJm23kHDdU+qUcCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQMCIwuxgdv1vTJgNkRvgp1oBA6k5x031ifcc1g6bMFjkt4/cEpsBz6Lcj2oJkjyHYPfHJ669HqLuvpgFWEtFvcWf7O9AHTfSVaZ9G4nI2FU5WpNQrupxEPHtwD+ydTYjamX1eI0xa+jtrBBM/KOulT04Avjkkss9uzKuRd6o9uetvkFX1Z3MJc+7NQceLe2uI9zzp9lxfneRmk1Tfyg7OorFkNdl9zbhvdZHwd/Yxba1tqb9f316XJcm62QesMiaiv7awQ3yqzflenzoOjvp5dL81ebvjzDiSMhdJ8uM38vjqh/MgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgUgKjBfLowOZNGdEL7ZUiQqyGCFgFa1J3QVMjvOlzir5Lv+2VdDg+Pxnw7XVEAvpcXzBNRHfJO79Pv+bq5rgNAat+lBIot2npvkpV6hVdhtnOHtiLEgfdmJt9XiNMWtpVErqbYzt2sf9zJ85tvR+m2rG7Psyz5T27tYQ5gU/09oW52STa2mK7RG9GS945W+gvFtubtxel1ybSj98ayMoDC+mtMS7BPYiSZ7d47pd7VSb6prFdRvXbjA8ffMka2U9yjxvGvY3iIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIIWAMDD2uYCdIg/XQiCFgDIIMuobybugpbRp6tqRbJ/9LvFYVIBsSraWj5kmQrvgMYnQi+YhSLRZ6A88ALAI3+DHRJ80q0sSlw2UFVCkUq/oMgD83d3dHtgLx4Hs8xph0tKuktBTdZ476Xnr/TDVjnPrI8yLdn70VaXD0LpDz3cPaCTLGnDvobyP9m1rUp0LSZNJ5fa787qH233bMXdesv6+dgrOPqbNtSnleGfTeRKq/x6OG7r3ezzd/+d4+VdoT9xnLRhy6jg40lN4v+3efpHnDQEjOa/2sOBT53ApfO0gx1wdHIcABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFGCAwLvtLPgGBnI5gQswECwmDRt6BcjUly0v56DW6HB8gasIkQEa0T0HPv1BnS9prOPTw8/zGw775Pnz9qT46qSRepsljpsUafnMqqpeuVekWXYZrfA/vUhOQRo+zzGuU8NMQylPWW6JOpOs89ro9s7Nv9Qszx3LL72FWqPdXYpnG7W0qYE+x+fB63fe17CTbXHX8vsX3pfe7+qktA/krgjip/ruw1juPfY/zCzDXZx7RxOxTfr2+sy5Rc+3B5U+hP0W5lGRl3kH+t7U2ASo5rZaWOg6M+HNRvi+yAfusnAxPRS4wba/rjdwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEChEQBGgGy2yDwG+oIBnoaZT7cYIKAMgY5uuMQA3lk/0PShAtinTsX/F9csWg+CWNnAN/BomKQQGVy3buuWyRb5pmFd8fpZIktyynkLbptQrugyjvwf2qQnJI0bZ5zXCpCV2Qr9Nilr4O3fS88jGPsel6GMVzkdS7Ti3PsK8aDs7oQt84WyC9hwz5b30XB1Tx1MSa6fmEYod5N2u01Oyhh6L9g0/fV72MS20rbPnZ9zFu+f9MivLBn64PrBteJ/8aXvnD8XbAFpEnjoOjvq9d7/N+pDGp45nHwDyXs8vNW60aFfIDAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBg8wSUi8Zfi+3nD5IuN286VTXwGrSZDaJEJ4moAtBqWF99TdZm7wCZui0ly8vwSnDvAF5JDjXW3e+M+G5g650/mEpaseLg7MzVt7f/Vrpz85a9sXTtrSWxT6lX1y6rfrfFcgW74n7Oh2pl7+QS2Vj2eY0waYkk9PUEqU9bzu0bRfaZfS7i6xNT7Ti3PnzbNZynXPsYylR/Ku5rY/RQjI17IPh4iZ/z37yFT/JWJdEDIkJ/kX1MU9h13sTa84fTvULu2svo7pMfLm9C+/ocU2/L7NbDHk/3tTNRypc6Do4Yrvfbq/87j66Z1UXWc5x93fjWKcbFxo0pYTgGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACZQm4oILFYnatybtlaVO7BYHrbmc2u0HFBPAt2nhbpkGfXQ+Q3QrR+N/mrzveSRDc1Axy7FJv2oBr4cJAdh1B6YDkQANftVsGtSQNK3VaS5syuAFJFcpEj1rZk4R+fbgwxGCUY0wJu0iVP/dcXekDD8dLdTv2piZA59ZHSF9x5yr9aGjdPucr7k9i+3FJNol+4Nuu765fpfXT84ePrnzOSZPj28Pmbd2r59793DNh1kdnzZyTlfG+dkVXPUC+9lBE7/fiH8DJcE/ejScLDyG4NrpzFP+b6XsICgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAtME3GKxMDh2mxxWXWB9mgJHmyVgm6RabbDXoM9W21YL27zukGfz4MLheP7w2TXKol1bLTM9meRbEsf3cerh8mb95o7ExJrv8mYINhv4F9og0FuXBFBBJ1faRy1tqgCrlwh7YC+8L8k+r1H6ei+D6E9S1luiT17nZAvj9Ir/dO0P4ZV6rrIfut2fU+VRX384XpJ2ZM2tj9D2l0y0XpNVkYCe8mBDaTaJ/v/T53f3Yit+Y6Ufy95ktVJPyPz4s31rdlT6d9v77Mmx4mx9L1ea6VL9h+Pzk8DmfW3x1SVoL8nDb+sEHEOrzWCEPmdkE/t5y8C69jgDAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEZgmk7nbmschNoGKWPj+kErBMTq05wObR70ZBo8lg7e3vzQS2U20mMcHhltv3vx8ubzXbTSq7ktdfA+xetvxdJz5JKMa75ykTBA36fjgvH6acI+daIjl0qs8rbbCWNk21s7pj7qE7Yb+qlb1wjM4+r1H6+hD7U9Zb4k1WqTrPnfTsEseVfTG3/Gu2ldq+2tpz297Sida38gx/SxLQEx+sTNX9uF8M7Qr9TLy3f1GsbSnv5cZMEr9nH9OCdff79EvZv9Z57Wt37iV9dP7D3c8K54nzZZ0/ap1DLjGq4TfnWxJ9nPz+cl7Pk+su7+4hkz0/9FGDHSEDBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIF6CYiTWuYWsbudXh6e/7BDcL2m0JpklgGc2gNrc/0s4Xj1ge1k+7z6usTXs08G44Zg4AsBuWQtLRZwTbSz28HeJa4sChD541XuRdsZbIjPLMkTbeqilnEpYZz5Yd+1tCmya2e9LHW36Fu91creyXUra+Tf2ec1Sl8fYlzKet1uqrnnMofExDnX/hBeqecaJFlmt9U5Bgo/k1sfc22ZO67U31wdMceTdzJOTEB3/T7S1/4Y2zs/EgOhvybNJyTfJ0jf5KdjeqnGT/xQ7dV2kt6gEMqpe2Dq8XT/Q5adHxDOoSb69Y/7p/fa/X0t5uA4tbXz+Q9d39jD9UEE5QM7tegKOSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCCRwLYWxNcWzPl9HOSrNQlpzaQtE9Bd4Hut/tK/j3Uo+l5vYFsAu9t1KjHJaZGz2xGKf1kImOvy+PykbogLPC/aD4nXN4Ftxukpe6llvJ6SLfZYLW1S93mL8pQ71Dp9WT10k9p2YQJV9nmNYgfea186f4RwVI8xOfulglnuJDijexBp4muI/QznSnbiPl7+5tbHIL/XpzTR+vLXq07Pk2LH0e661AT0u7s7xQMIozak+V+nJ8v7toV5tzqpcsQkda6bxtTTDkNPu9pNcuJ/ABt2P1/TUT8nkL6xY8WOefPlhFK6NYvj85N6/r6ii4C+pLnfHjabmUDAIQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACENgjAXHQMfvCd20L8S3JkzPRRNK3zIPS548Wdus3sLEqA9sKm7kGYs2C4+8t2IuCY21lGCWBDeOXdFf7PhlgKJvPheQfA9+2Gd61jNdKHdXSptr82608Fv6u1kRRZxMiG8s+rxHqKUh2mzFG/0DWD7v+ffqVvPtzgaTnwzWpzGJsKZbIp0wkvdVzTX8L/Uunf2XbYv2eakdocdJ3kA+b5Hh9YMDyDVZTfVj+MEisXieuS2c6CTruYDfuZH5QQGXrcS1u7KrH073a303Y5G0fkt4/N0a8E/f6sPzzH+UbNzy43+jBbN3rpp7bJPau3pdaH3Jt0Z6QGQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAmwS6IF+pxerbxWv+Dg80xDNrKQHsmmRjbKeN7GhtYCNVBbZVjtQwUegvgXCVluLLUSZN/ehTLrHi9+lXvHRfV9okCMb7/R9tJSl8JaheB+taxmul/dTSpq/eWte3bpdooySvulr6JY0waSrrvOa6i7TMVwTJft1tU1b32B++unH27vF0/6Wh9G89K1lyqXrn4rUWinU95n39fu3zZ9cXromez3/cd9n/4+kf51v6vub0oNwx932NX6nfDR66l7Y1cmw9J/O0SfaWJXMfjpdzJJuffWtxvnv+UPs6pxuh7EHjQrJdzBTQ39O8Ctvlo6d3V++MSBxeINCNV0bzyGkbOH+4scWiLy00s+hP1znB85P4QR6ffvHjnIG98KHIH3VM6/12Dnr+GHZIzz1HK2oMVA4BCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJXAn0gOnKR+XbRmb/9FufLc+oCFbV3gmtwPEMA2n7XRxVqA/uqIrCt4uMCn13gazHZIKX/tWMrMqaVFmQbXNe88p0k9JS+xrWDv69lvB7kEX265EeXzMT/nwzs5uQPl7dKXfqd8H4k27zm6uN1D0l2D7kFKkjUHxdsrmufop8u1BHn7wNRSU5X7OBur7M4nolyyZKPFYq6zhHNdqWV+pgw7onzU3ef9HB67B/WVT6E0PVv9XyleyDrqPOx06xt7u2m64rqm1J7C+1f/cNOsoeHfLl0tiR+ECq07Vs4/9rXrfvQ2K63m4ze9YWHblx5qWoucLOZhunD+qFrbMPDdcfTP3t6QGELvoM2QAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIJiDeCU2eZOAbrOK8cQBo+bs6SBxtfDMXZgyeVJU0MYPj87CBjRcNbH82TPTFMOn33SW0iMSkGBUB2wdVkvuGoT0yzoYGwRs+v5bx2mD8wY7z22X67rkq/31TjrNzkY1F+24ng8//fofeKhI4a9iBU6S3UH8g3Y36xhxn/yy/y+jy/V0hXfztds6fpRb/Q/+gUqhtWJ8v9aMBOntd21m29LzT1R+v7ekr+yRoqx24o8eLaWm/jgbodc1ezWT8kvbnt1LJ567Pr9n5T2k5skSgjC7bT0a/+tPnp36DA/mcT+AjZtenjP3mms+a/71PSu/WellbW+q2/AYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoF0C11eJVhrUzp+gM79oviFZaklqu+011+Rz6evhl/TZVAK6YyUIVt3yKBLYvtW76m+j5IsXdm5SacimHKOdEpP7hpE93vZh/t7Q2Dzl42sZr6dk41hjc+eKEz6cnYvsKdp3i+qP9skxCZx7TYqO2TVeMQPhnnnK550/rObJVSah3+w6m2pX637n/OGb5F963mllB47xda6vXCM4f1gmO6/rdaovTR6LHtNibbOQn3uPGQNj27jH6zr/cE0Cjp6nRNh1dvsN1u33N0S8NPJw39nH3+bfCX/Shy3Y2/VtO909gNtlvuL7lGC74gIIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAnsm0Cf/LiwQhy4oc35EkCYb/1qS2oY+lzn53GzHvqE9Vp8GNlV/YDAApjb5IvGV9wFyc6qAwHVXdOVOicl9Q2uPjKkG/i/bmJsiey3jdUobuLaK/pvs0wSeerYIktAvf30Sim4B9omZTfgyqR8QJwLfcl36u8rE6LIPY0l3Bh+zr5G1OnF5qV904//j6X7MZOl7yXlnrgdDZGsGxj5kSa+Bv2Ufu/Pakf9DFku2z2/+BK59qEv+zTF3yG6/cySc777a9vNT/0ab18MxGwcN64fLm2vDXBsnj1/XSF4C/Y5G3ti5iWvn8fKvGwO7eS7J6ZOq5SAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgaoJkIheRZJQlgX/WpLaXIfIm2DQdmKxQfComsCgwjkKg+a8ClyhkAJlCHf8Su4bQnvMMi4Y+Bfkjg2+j66rZbzGPtqeIwYnrWT2387ORTYW7btF9Uf5vZQEzuaSqEb+LZZ5TMK+yqQL7RIcZVexfP2vs9sF3ekr7z2ih49/uLyp7GgoZ4b1S0yye9F5p3FS98Br+Ex8C4TZgxMj+VR9NnpMG2QJ/cxjR+ePbn4b8JBFaDs4f4HA4+n+Ou8yT8LOZr9DkrlLWu7nlOduDMm/+7uq74/LeXdr9QsaXf3J8Un0m2N5Sn1/7+cFZ6djp+vu/gY/sqp/ToAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUITAdUc982BEqUVr6u0TP7qgXxEL+1lptgQDF4BqfBedmUSFFLvOFhj8qXn9kfSgufN9z096ySgxJ4EuQSw94JzcN9Lt0SMhSpDMZ+BXUnwS197otJbxGjtpuj8m+zNrH94nDCn6f3Rbi9p4QnKRkJ2Cf44yXqztca38HTKf0avtnDnbPeLNuDtL9Q/MAAAgAElEQVTrCxL66ZxNfdV1TcqNST4fyi4473wfZMj1mdAHo8eIkLZ96TV57pBF3nHbMtjRueSDROO27v77dZdsl6w94+OTj5vZbz8+tLebeRjr5OTzWxvfSDL6tL1e139eUxP2b5nxNwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCQQ6BemXw2DEdOLxmEL8pSRwMsFbhNMRHpppgSDTQQ7DfqkWWBQaiSehSUFzTfwkIInpt2clpCg4saX9L7xeLp3Nsl/GKTYQEpCmrKzG4w/zOMS5nH++jh/1GJDS/aY6K/HthTtu/2ZJidljeV139MSOLsksr08QFyPPW9gR9FbOwz92/xhgEz3iL7tTuunMw7w4O4/XHK7YCfXpPuglPHIIDl/Btfn4agxw+1kL+D8KcTCF+F4Ej2mLYi3+JOhHUXt8L8oLD9KCBgmJpvZr7CP+Y4B+c4bxgWJdqcLcTq/+tHtzR9du6ZbzVEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoRqAPQJGMnhKUrfTamhbmjRMM3p0dF+tE4ooNgm1mgUFx072Kiw2a19QfvBrKSd4EEnZF31Tf8AbGiRCYIWAw/uRL5qh0LmbP9PzRyhtgrokwkuTuaN9tr4/p9rm3UM10O+/D1zdZTZdfql0m9RZIdp1VgnvQ7Hj516Sd9fss8wR0x934HjFoDFL001lbEv0Qex+UaMPRPjel2cFjRsYE9N52g+xrQQfZ+RrYEcnnKcae8VqDZHQz+13oM6q+l7mcLhn8pcS83T0ItaX5DGt7GZ0GVUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQCCXQByPO3U5d9QfFMwcL2kz4qGlh3irBoGtjpt3OQvtU7PkGwTazwGBsG1Ouiwiavzr/llIn17ZB4JqsErTT16b6RhtaQsqaCRiMP8zXTOfU7SSgO7u/+mjJnDradxeycVky7+F4ORdqQ66+LGOl9LU74H6r37OS31JZVveIEf2kStu7ZRdxH3Sr29C/33PtLH7b1qAxI3MCupM1wsbm2EePabfMfP/W2NH5w+mI+2xf6nWdJ0xGN7NfYR+b63tZjnfJ35U8YHfV+/NT6+v+zvfU1aOQBgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCYJuIVptxNYH/hzu6SzU7ppEpEkIedHAKWmhXkDG9rsblsGwTazwOCkAzE+6B80d8nIz0/G4lB8ZQT6gLrvmLWpvlGZKhCnQQIG48+PuQl1iOZ8D5e3Ejsppph1f1+hsIlo353d/gwSI7ebEF33nK2ff/rOLxR2nr+Mh8uba2dKPw+91uAeMZybQT8N5eB7vv99kGSseS85zniPGYX0JxxPosc0X7u5PS/Njq7J56UeTrhtC38nEng83V/7WtCD3GM/a2a/wj42ljfD937Hc5d4XvGGGZ8J6Q2u99e01p3YA7kcAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBEALCBIPX3MkRIe1UnGsQbDMLDCraG1qGT9Dc7TblgmqhZXP+dgi4V04fjqvB9E31je1oj5aUImAw/mRI9JAk2jUkZ5/8VcpIEur1Tihcf/Az2ndntvFXq+Qj97Dw4Xh5z9wem35SIPE5wYzv+nnoi8ccw4bXev8IrtfNm51NpXCJvVZ4jxjc7r7/mPXTWCZL1/ncB4n8QnEunmNGsR3sRZyd3UaPaUu2svRbpB29u/urpXL5rWECj6d79wB/xNzCzH6FfSx2fAi57tX5LNe3mrQC9zDCdW75EmEDIZwk55KE3qSVITQEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIJ2AIMHgpeRObOkE/EswCLaZBQb9W6U7cyVo/l4qiUbXQkqSEeiC6RcXSJ0Ldm6qb8i4UdBuCSz0lbk+xPF5/6Jl43Y+d2/3qHhHxbWO45lQ6MMt2nfnsvEsyTGfu5c2m4z+2npCo5uTdklnx8u/13ud1YfffOzb+pzXLun89+X/dXPmwj5FcI8YzStLP11zjIG/r9wHRbMY+cZqEo3Xx4yyb08YMUvlHj2mBZrP5+khduT8hTv/82K+bJ7A9WFu77dhmtmvsI+l9tGp69tOOl+x4m6X9O6h/m4tpbqHHlscv1eQ8zMEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAI+BOISDK67fe5tR2uDYJtZYNBH9+pzFoLm55aT89ScKO+LQG8zU8HTTfWNrxbzDQJxBAzGn6mkDY75JK53Secu8eP5aSvzoPWEwtkHhm5tJtp3Z7DxlxL66se5c9x825v7rR7C/t6gTcd5Wq4aEyhks0X66bjdsd8X7oPC+uPNOOQSjWt7KGRhzHiv4eF04XgSPabZ2VH3QM25xHgW2yau0xNw/exwXHyg2/kdM/sV9rEk/9iPU+cuOf/36ZeedAMlPp7u3fjj/HI3XhR+Gw9J6A3YDCJCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCwIhCQY1BgEt2AyV6ZBsM0sMDjXBsvjE8kXrzUkIli2mbI1BK7JLN92Kd1U39BQopQ9E3D+lf9lGWz5YaqFhMLQ5KBo320wx/p7TcapbJf6Plmohv5MEuOeR5X1tofcIyb239ctPNQzcR8U5j+vD4NUtRv+nJXMjBnVPHScaI9jvUWPaXPs1o4v2FHzb6hYazu/RxDo3i72/HSYTjw2s19hHxv3t6Xvry7p3vke10eYv6zYSj/XdGNr/7DC6+H4ba1liXXSb05HK9LxMwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAlsksJpg0AXEt7PbZ4oODYJtZoHBlHbGXvsVND9/1LZjX2ybuC4fARdMHu3otqm+kY8iNUEAAhAIJzCTUBiThBLtu50Miv/dXGSvu2GGq54rIDBLwM3lFX1yqgz66Sz2Jn5wOh3dF787fdYk+JTNxRwrcT/7dT/dvQnDvS3q/7N3d8dtI1nDgPdivfVeOoQvhLm05sohTAgTgkPYDCQqAoewITiECcEhOAN/1SAhQxR+zgG6AVJ+XOUiRYKN7qf/QPQB6K7nt9S4bjgvl7bzddA3Vx+TLRVzsI81x4pvP3O5CKcPNP/Pw+Nf3bjy+fHjUl68nxDog9Mv8/uvAPXT2C/Tva2nq1/qGGsHZaxN5MimBAgQIECAAAECBAgQIECAAAECBAgQIECAwHsRmAhCfxd3pKtdR2UhrOb/93aX8FKebtHJYmHtpvdbpVf6mMXL36rKFZYAgYMFykVANY5v3ttxzcHVYvcECBC4SYFynF7uqut4vX71lHm0C8R9ePyrfupS/C0Eyt3RPz3/XS5gaFXeseDjt691d94udzD/9QsPZez49Px3f8zZKn/SXScw/D5QxvfzWH8qFzZ09Thxx/1XwermhXX2PkWAAAECBAgQIECAAAECBAgQIECAAAECBO5e4LKgUO5887XccehfAojvvk4VgAABAgQIECBAgAABAgQI1BboLjhyzqA2q/QI3I3AOTj5+UsfTN4/3k0BZHS7wOWu6n3dl3PJpV2Uv7cnLgUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwO8o8H+fHv/fvz89fh7+P9Th8+PHYV6Gz9fm68Ofj38M0yl/r03rLj83Yvqvz48f77IsMk2AAIGKAr/9/FDRUlIECBAgQIAAAQIECBCoLTA8n1eel/OYtfchPQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaTAf/48/ffDw+n7h4fTz7H//344/W+PYO2yj0tevo3lY+K174vF/fz48cPD6evE539+eHj68eHh9PSeg7HL4tyHT6d/pg1O3//z8PjXouU73aD4lLYX+f9OCRSLwCaBln0o0i/LNiUP6UKc54enyzwwOgeW+eM9zw9pMx8gQIAAgd9OoOlcvLNmCViMlkdw486VY3cECBAYEeguFi7nJSfOWZbzmWVcH/molwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFoLlODrmYWcQUDe049Wi/BdgPTDKRN4PsjX6dusUQkwnA++jqc1u6PbffPiOyzn9PNPz3/fbkna5awsWMb6welnu1xImcD9CrTsQ9G+uSbw4EN07vl0+kcg+v22TzknQIAAgW0CLefibTnLfzrz3WjVBW75LPkEAQIECEwIlPOQCxcMD89vPU0k42UCBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEWAufFnPG7n08EGnytmo+XO9Cm8jBcYCrPZ4PQPzw8f5koy3U63d/v8W7giSD87q7wVev4ThJrGUB7JwSySWCTQMs+FB3Ds0HoZbyPpn3e7vnLJiQfJkCAAAECdyoQnS+zc/ERHILQj1C3TwIECKwTmP9Vw7fnElvdPGNd7n2KAAECBAgQIECAAAECBAgQIECAAAECBAgQyAt8fvxYgrrK4nP//8On57/LT6fmE/OJ1gJd3Uz/nO1IkPbTj2p5yt2hfCQvL4tNs3c6Ct/l9pfDbHrVyr9XQudA/zm/N+/9jnf8K+NVNLhmr6qzHwL3JNCyD0X7ZslDxiyT50seZi96yuzbtgQIECBA4J4EWs3FRxgIQj9C3T4JECCwTuDDw+l7dA7qtvtNf91vna5PESBAgAABAgQIECBAgAABAgQIECBAgACBGxIoQeb/fjj9b2Fh4Pt7vMv0DVVDOisrAvB+pncy8YFAe3kTHD3WvpaCDlcEob+rIMNMkEXvKwj95QKH0TY40aQPffnSzr+FHl0UdGhdvdedZ+aTrEE/Ni09Ls0H1/tNzw+fTv9cp+FvAgQI1BQo36lCc/nDqZvz//X58WPN/R+d1mUuCR3P/I7Hq0fWz9Ic3L+fnYuPKFPm+9EttrMPD6en8DghGPOIJmafBAhUFOjnl+jjPcxDFXkkRYAAAQIECBAgQIAAAQIECBAgQIAAAQIE3odA/m7ap6/vo+T7laIL8v/0+PkcmPH8pdaeL4Eeo4G2Uws8Nfb94eH5y1T6+dfnPfLpnX77IPTfcdEu0xdq9IHaaWTa+S0G09T2qJ1e+Unv4nZpJ+/r1xIqYbXsQ9H2nR270kHoD6dqF2JVYpcMAQLvUCA65pXt3tuc/uHT6Z9o+cvc/A6r/2aLFK2X7Fx8RIFLv4mW5xb7WOb45R7q44g2YJ8ECFQW+Pz48Ty2Pn/pvhdWvPA9Ol732xn3Ktet5AgQIECAAAECBAgQIECAAAECBAgQIECAQGuBFQHofcCzQPSRyinB5uVu8WXRpLtT+HggRrUg6W5x6GH+rs/9Qk7/OJLt3EufHz9+eHj60ae39XEpMGBF+tV8czBtts4EWfRWv+OiXaYvtKmpban2dRd5XOoz23Jy35++Cjb/OhXkc9+lbJP7ln0o0q7LNtmxa6p+5/bXRk+qBAgQ+CWQGZuy496vvdzms7nx9/V7Tz9uswTvN1ev/ae/P95Dm8x8P7rF4+bfeYx4vz1MyQjcicAg2PzXrzK8Pb9Xc+yMzj/9dvcwD91JbcsmAQIECBAgQIAAAQIECBAgQIAAAQIECBBoL3D5ufg+qDz9aGHgdR0lFpOrBUmXOugXaqKPr3Od/2v1hQufTv+UwPyS5+H/pbsgZu6oeDGo5pvXqf+JTJBF3wbKhRD1c3LbKWb6wi2WpK+7yGPNBeFbtFibp3tvA2vLXetzLf0i7bpsU/KQKU9i3j0f43w6/ZNJ37YECBBYI3AJ6gp9tyrHxmv2cYufSR6zvqvj9Vusj+s8tZqLr/ezx9+ZtnaLx82Z45fssdEe/vZBgMB9Chw1dkbnn3474959ti+5JkCAAAECBAgQIECAAAECBAgQIECAAIHfVCCz+NkvBlw/LgUQ/060Cc9qQRcfHp6/XNfJ/N/b7zqYDQovwTVb2knCtQ/2eVd36S9283X69k6Gtxhs0XosaBlA2zrvJf1MHf+O9Rupg3tvA5EyttympV+0fWcDDjKBnpc8VJt/W9aFtAkQuG+B1AWb7+jimEy5s+P9fbeI28h9q7n4iNIdFUhZq6yZ77f6Si116RAgcNTYmf8lxecvaosAAQIECBAgQIAAAQIECBAgQIAAAQIECBC4A4HM4sPCgvW7CvjdUnWJxeRqQXDZu9lvvtvi58ePC+2hDwS/PG5fPMoERnZ5+/T895Z6vMXPfng4fc+432IZWucp005a52VN+pn6FYQ+LnzvbWC8VPu92tIv2r5LHjIlzgQ8ljxk08/kxbYECBDoBbIXEPafu/fHzIVBjmX2r+1Wc/H+JfnXvzLnMm6xrSXOGzh2OaKB2SeBdypw1NhZzkNG56Buuz8f/3inVaBYBAgQIECAAAECBAgQIECAAAECBAgQIEDgfQmkFwEe3t5t+byI8PTjX58fP74vnXWlSSwmVwtCLzlN7Pfn1kX4zKJVydc6ydefOgfyPP0ILlp9f4/tMXnH+6fXgr/HXy0DaPcQDLbv7uKOrf14j/IcsY97bwNHmA332dIv2r7XBInHL9J5+rHlVzmGVp4TIEBgSSBz18/3Mq9nvpO8x+P1pTZx9Pst5+K9y5b5TnqL/SvTV9YcG+1dH/ZHgMB9CBw1dmb2W+s84n3UiFwSIECAAAECBAgQIECAAAECBAgQIECAAIF7FkjfzXoqAP3y+ju88/Sa6k0sJlcJzn7J47k+vy4EFnz/z8PjXy+fWfkkEwxdY399Ni93fF+6G/i3sl3/mff2eA4QXQzG/y0D0Etdtwyg3aMtLfTfV78wcIvBNHsYLe3j3tvAUvlav9/SL9q+Sx6y5bzccfjbwj6+v+f5IWtmewIE2gskvhf8LMfXLXJUjsUvdycvY2T3vxvrGx0vL4zDw2OZ7y3KK815gWj9rJmL5/dc/91MQOMtHjdnxod7qI/6NSxFAgRaCBw5dl6OSZbO6X11kVqLmpcmAQIECBAgQIAAAQIECBAgQIAAAQIECBBoIPDh0/Pf0UXoyHblruoNsnl3SSYWk+sGofdSnx8/nheVnr+Uxerufwk+qRhoUtKMtImyTYvFo1KWUsaX8v15+m/5+3e6u21Xx5+e/+4NSn8ur7Xw7pvWPTym2uYNFijar8p2XX3fYBmOztK9t4H37Bdt36UO1zqUeaD0jX5sLI/deFlxDlybN58jQOD3E8jMSSVQvKZQOV5e+pWI7vtbxV+zuuxzGGg+9/xrzfJKKyawx1wcy8n2rbr5ffKX2l5fQH+Lx82J8wY/txwbbZeWAgEC70ngFsbOcrxQAtL772zlQrxunK54TPKe6kxZCBAgQIAAAQIECBAgQIAAAQIECBAgQIDAzQqUoIPoInR0u989ALZUdmIxuU0Q+g4tLhNQs0N27ILAi8C9t83oWFu2u8VgmpeKOPDJvbeBA+m6Xbf0i7bvkoejHeyfAAECNQQygV7lO0SNfZY0zsHgi7+ccw4Q/3T6p9Z3uMsdTucCzwfvtbnzey3D95rOe5qLM/3rFo+bE+cNBKG/1w6pXAQOELj3sfMAMrskQIAAAQIECBAgQIAAAQIECBAgQIAAAQIERgU+P36MLkBnFkfL3ZhH9/cbvZjwqhZosjdvyyDFvctif+9L4N7bZmJcFoQ+0XTvvQ1MFGu3l1v6Rdt3ycNuBbYjAgQItBTIfef6WSUr3T6DAei/7iJd5S7smTnkFoOCq/jfeCLvaS6+90DKxHkDQeg33q9kj8A9Cdz72HlP1vJKgAABAgQIECBAgAABAgQIECBAgAABAgTetUD5qdPQAvSn0z8lsDy0bbkz78Ppf+8aLlC4xGKyIPSAp00IZAQywU+ZdPfaNjrWlu0Eb43Xyr23gfFS7fdqS79o+y552K/E9kSAAIG2Ah8eTt+j41+5g/nW3GTG8WG+/u/T4//buu/E96A6AfdbM/wbfn5Y53PP72EuvvdAykx/uYf6+A27kyITuEuBex877xJdpgkQIECAAAECBAgQIECAAAECBAgQIECAwHsU+FCCy3/d+W7ws+inq+fPX0pAQmzb82dr/Zz7vbonFpMFod9rJcv3zQpkAq9usRCZsVYQ+ngN3nsbGC/Vfq+29Iu2b4FW+9W3PREg0F7gw8Ppa3j8e3j8a2uOPjyk74Lef//bfDf0xL7v9nvQ1vo5+vPhtngHF4TdeyBl4ryBO6Ef3XHsn8A7Erj3sfMdVYWiECBAgAABAgQIECBAgAABAgQIECBAgACB+xXIBJX3d8SLB62ffpY7p9+vzvacJxaT7zb4omWQ4vYakMLvLHDvbTMaGFS2E4Q+3tLvvQ2Ml2q/V1v6Rdt3ycN+JbYnAgQItBUI/wLVw2lzoOl/Hh7/io61I9t93yKR+Y754eG0OeB9S15/58+O1Ht/EcKrx3uYi+89kDJx3mDz2PA7t3llJ0DgtcC9j52vS+MvAgQIECBAgAABAgQIECBAgAABAgQIECBA4BCBcCDEp9M/fQbDnymBkQ+n//Wfu5XH8tP2ZaGlLKZfAuyeLou+30YfNwTSJxaTBaHfSgNZkY/Spkqgz6BNjbelh9O3l20+Pf/dBQ5/fvy4YpfHfuTz48eS927B8tPz332ZLv1psuylP/TblgtUuvI3LMklP6+CaKaCbRpmY3XSU3kde721ZVeIS70P2/pSnZc5oK/zksf+YqbVKMkP3ksbKC7F58Xq4fS/0flo0Ie64MI/H/9IkqQ2b+k31o7HXit5SGX6BjcudVvGvL5+p+r28vpTv133ucZ1vIZrWJ4SPDpTnq/nNvT8pXzmVn8dp+St/O/dz3k+Tc5lw3Ftj37Yso6uy9LV05odrvjMrY57K4qS+kgxHhvrJl7b9P3g0j9Dx0Gj+98w/qTKueG71hL+9TF6afNTY9bLGFCC9zeUfSlPa9/v+0z5Lt7ndaos/XyytK/Reh/5hbSyv6W0tryfqKduXin56drYoJ4yba5suyW/LT57qbNQf21dH335ilP537e38jjX5q7nlL2P+/t8zz2WtnZuK6/6UfmFisl5v4ylXdl3+P46l/ep9/qxoa+nuXHu1ssyVcZ7eL1vW9fflRfqo7S7Q4+Xz/3h+lcwx/8u295DXazK4+VcRz/HXn65ZmpcOLTOouXr22RfpjJGLLXHfhzZ43xdpBzJ8a3U18t36b4MxSGyL9sQIECAAAECBAgQIECAAAECBAgQIECAwAaBxF3NX+5QV04CRxesy3aHBh19fvxYTjx3QRifTv9k8nIjhK8AACAASURBVD3YdjIAZLBNaMG4wvaTeRk2g26RdCSAYGz/w8+NPc8siI+lfwOvhczGyj712rkPPH+paPP9vBj0/CW6QNJ8sfDtIty3xHiR7Q/fysJYcZ0yX/N6zX6wZv9bP5PpO9UXhD8/fuwX0M/t/OlHJj/z23ZpfS3pVzAqC43Z9rZp+6157j9/mZu+fnjYbtuNHyWIr/JFLS37ULTeSh56s+hjYmyuPj+UPJZxfONxx1gbPS+ql35TuZ6XXCvPed9LUEf1MWupEOX9xuPaSz+M5KXyNtXb3PmY+WsZp2q2t3sY9ypXzWhy0fGvzA+jCQRf3H7c9vwluKs3m2Xmj+ix75udjL1w+e53Pq7ePr+e55PnLzX7wVi2x157fRy27lhnLN3ha9G2uGYuHu5n7HkZD2rW0zmtmNMhc9AYwuC1xLFL/Tuhv9P58Tw3Pn85z8+rzwWNHZOV15p8fx00iemnjca5rd/Fz8eLsT5Yxp7W42oZQ6NjXHe8My3+8k5pU4Ox+XLxQpW55rqddcfLNb4vp+bjSt+ro2NstH5azEGlUl+Onx9Oxfu6DrJ/lzSeomV/aVSVnpT9FqfLXFijPMPyd+Nd6z7bU1Sul1/l+HT6p/h0Tjd8gXTv4JEAAQIECBAgQIAAAQIECBAgQIAAAQJ3I5BaJLq6c0gqqKHh3e1Gscui3MPzl1QeZxYcyknq0f2URYuZzzV6LxQwl1lomipb/3pmQbxRmX8tGqzzDpn15Z17vCyGlMXGrXma+3wov2WRKZqPNQth0bRrb1f625r8jtVbzX4wln7r1zK2NcxeFvvWX7Az166n3vtexuu1lkeMT2vz2n2uBPl0d5FsEqzQG3/dGkTSl7FlH4q275KHPj/Rx0S7CI234f2eL3qrvejf1+v147faAcLX5bzMMy0v9PgeDfq5zlv07/Oxbr1jwli7ffrRtdsdLhYofrWOd6fKtqYPvqqfOxv3XuW90R+JMern6vG8+z60+Xj161qCSxDU9bg18ve2QPs+f5fvta2P0avNr32+rx9Ln47bLdbv9+v0r/+e6vfXr28eB/od7zMejLSz11Y1jpv7ItV6zIwLNerjXc6P9YOzF9vSpa80Hxu6drZD/9n6XTzTjlsfA17uZB2qw0hwbapsdc8XbTpeLuPF9Zje+u/oGBvNR40xbzhWd8fPdQLPp9rXpjob5nXy+avx7vUcF3VduV2z8e5yPqrld8839VW7bU3WlzcIECBAgAABAgQIECBAgAABAgQIECDwngW6QO3Y4sibBezMQkZZyNrDsVXwwdxJ6ZUn7d+c+E6kEwqYy9TPUt0cuNi2xWn42ZDZrMM5kOcpUU/D/Wefh/J7CQ4MpR1dBBwa7FTWufy//PrCMF+Z5zX7QWa/tbbN1MGaOu7y2bXt7q7+ewXOjtd5CXy/utgp4njE+BTJ19g257vxNQ0+H9hegmDHMpJ4rWUfirbvuTl4qiiJdhEab6f207/eLZjve/HGoK67oIO6wQD7znk/uyDqFf2/93/zeAnKaB2cHWjD39eMa2/KM/LC5Zh3pyCN9RcK7TvunerfHXjEvsZL3S8lxL6D/Vw7v5/tNwclvfkOGC3/h3hw1+Zx+DxX7TW/1m9npT83KsOibWAc6+abNXPxdVu5fHc59njz0u/W9qvrMtX8O3Hssn6se6fz46Vttb4I5frYa+Tv9fPlUlvaez4t81QkMPs635fg3hGbt/NR6/OE0V+biubjPE6/LUd0HN283crvy0fkOzrGRk1qzEGlre7+nW1lnV33q+HfZSwobTZq12a7px+1LyJJrE+ExpdouaNtdVgHnhMgQIAAAQIECBAgQIAAAQIECBAgQIDAlUAiOOdNMGh38j4YPFFO/q5ZwLrK7uyfLRdW5hY8oie2K263GExQoDIes7Dnu73vFOTUbEEvZDbp0C3WV//57rmFkzf9bSxvl8X2uXRe3luzsJIYH172U7Gdn9P8dPpny9hRsx+M1UHr1zKea+r4gGCGhbby9CMbsJkJ2Ml4zm27pt4zAYdz+17x3rdb7UPRsszNwVN1kWgX2+aHMkee736+0LabzW+v9rvG6tpw9+CM4bFkhV/OucVxreTp2nnL3+f5f7+A2zXzSynfvY57W+om+tnMuLG2X9fyLwHS0XK9bHe+kOXV+DQ15q8tX7evz48fDwvE2niM2ls1HrMW57iperl+fVM93dhcWcq2dlzr663FY+LYZVUQeuO2Furvr9tV/rh/zD3j9nr/zY7NVv+CxFj5ymuZO3pXLeOn0z/pOSAx/pe8bvmeMuVVXj+391gdR4/TyjhY1Xd4DBx+/vQjO34dke9oHqOeW+egrh9139n2O37+VbY6AduXC1Bv4kKuX2U7VRnvDhvjSr+reSH03KDkPQIECBAgQIAAAQIECBAgQIAAAQIECLxXgcsJ7NBi4dSiTOIOdz9r3yXlul5aLj5Olb/kYXDyPWRZYfvFYIKSr8xC07Xl9d8tbSt4RNxDZtfl7v7ePwA9HFRQFvaiftFFwKHBzdT7hiCfmv1gaLPX82j9lu1W1vFed/eP9NPLNk8/MsEOR7TTbP0fuqhaFlZvtA9F2/eaoINEu1g/P9xgUF0pd7Z9Drc/HxseEZwxCBLaGIieGfejbXD7dnUC7UpdZeb+7fk+18vK+eXYO9JuGPeGfaLV88z3sOgdWq/zWu1iwhV9MtNO575nXZfp+u9qZQwH/w3Gqo3za1+WxmPW4oWt0XFizVzclzFz0UU0P1u3WzOu9eVp9Zg4dgl/XxzmtXFbSxzrD/vRtvkxM5ZubTOZz2/pL8M6K88P/x7xkPtuVvKcujhoxRxzbTT2d9zt6cfY58deK/NVph202zbXb47o+9ExNmq0tU/dxDy0sa1njq2irlW221iuo+tmrK97jQABAgQIECBAgAABAgQIECBAgAABAgQSAvGfupxelMncYW9tAEW0SNGf2l1zkn1uAWVNehs/Ewowyyw0LRlnFsQ3lm3l4vVwIXv0echszOGQ4JbgIk5mEWquDY+Vu7wWX7gdNa9dl4tBNGPlqNkPxtJv/VqmP62s41v9lYNwnz1ifMrUe3yubduP1s7BLftQtH2vCTpItItwW7uu96MXzEf9SuDt2n8HXHQ1WoaVF9X0xc602an9N3l9S91cCnfURQLZu5Te+7jXt6XWj4nvLt/TeQnfiTZ00Un6LpeZNpBtX73FDR2nrp5HSlkS81X62Doyf0bHu0hafd0MH28naPP1cdaa4+ZhuVo8z7SFNfXxHufHzPfhaFuvtl2Fu+veTJ0lL+zK9Pu131GW+mBijg3PcTfW3r5H588j2lF0jI32tzVjXt9Gzr/iGTreSc+z0fy/bLdhXLix9jewyl+o0tfNUd9tXurjYXq9o8+jRwIECBAgQIAAAQIECBAgQIAAAQIECBBYEEgE104uypxP5r9e0P11Mvft69FFkoWsj749t9/N780sFGxOO3/nvVCgQ2ahaRR08GJmQfwAj8Hix9s2d8lPyGxQ5O5pxrBmuaMLdplFqGiaQ4Ojyj9lWRaohvmLPM+UIZLe3ttMWYy9vqaOb7lvR8tzRBmi7SA7R47Va9XXghe4DMvXsg9Fy1byMMxT5HmiXayaH45fMJ+c735GfMa2yVxYGK279ds9/Vh7zJio+8jxQ91tVvTBYV0dVbZhHpae39y49/D8ZSnPR72fqc9sHkMBgJ9O/wTvVpsOgk8EiKfTLhah8uW/Y23o7+vbWaYd5MfU5XxF01wzF5dxPBEIusF/ek6cKl/0ODPb97Zsn2kLa+ojk/6UW7PXV86PpR6b5Wn7GLLqGLNvQ7c3n55SF4Vn+v7aY77e6voxM0dkxoLz8X9+vGnYRkN1kvk+VyuvUdfo/taMeX27SJz73mMeCl880Oe/f7zJC6B/jZOT6wZ9/sceb+D756ZxeqxMXiNAgAABAgQIECBAgAABAgQIECBAgMBvJZBZPCkLOHM4Hx5O36MLB+Wk+VxaW94L5+HXSfLBAkN3V5xyR+DR/3P5mvrMr9ejd9yZz8Ov9GKLf5mFprnylfcuCwOjNpd8xdvAhPGgfHP7uXovantKLyxUDjC8yvdLOxu0wcFi5sxFD8O6yiy6RxcBh+kH72JZ6n5Yvq+l7V3/vwQ5le3Gyxx7Pb2wVbMfDG32ep7xWlfHXd2trZNh3T/1df5S159O/2Tyf71t9K54R4xP0fq/9I20byl75/nw+Fep1+H/S7/8mpp7X/pXPrC3ZR+6rvOpv0seoub9dgn79PxQ9nFp5+m6vZSx9J2XsbIcG/X9pzx2aW/oP71B5nFDoFNXltIuh+20PC/Hj5f2s2rsX1PvpcyJuh+pv1fHYtXHtRIEk6mX4bb1Ak9elfHX/D3d5lJBwmv9b2ncG7q3fH7pHyPt8O2xUulTmbwEg3qegsd6P8txcWr/0+3pVXlLvWfS7bddNwdeXM95+9X2++PYYJ7H56r8/Dooy6oxcpCPt2XpyxT4TjFI51XdXL++ZkzOtPHr/XV/n+vkZb4s6fX/fx3/hb8Pvipftk/19dXyMTN+rqmPTPpv6+PV3HEz82Opx7d5fTuGzmzT95+Xdna5iOby+rr21e8vO3YO29e2+urO0fVl+/W4aZw7peaCxMVIP2ufJ0zsO3WMU+qnr9vpx1d9pbPvx63h49Yx7Lz/2NxzOYb81Q76OaJ/zLSL87bTafVpBuafmOe5P68Z87r0Pz3/PV1XS2PF27q89MtvmYssrve/tizlc9dpJf/u621ivFvymH9/zXi3xfFyccG3l+8Qg2OE7vt03xZn1izWHocOx2rPCRAgQIAAAQIECBAgQIAAAQIECBAg8FsLZE5eL92VKLHA87PlCd7kyfcSNPXULT5/fvzYsjEkFg9XBcJN5T1Vx1OJBF/fc1/DLLW0zZRp2PbOix3nYLxhXueel3Y4DNab23b4XmbRvWvrww8Hnl+CEr8Vi+7/JSB2zeLScHeXO5OVBbBXwSCRv5fGo+F+yvNMPV5/9hb+jpj026yq4/PCXLQeVo2bl/ouQdPR/bxsl63vsTo7qg1k+ufZ5ulHyWumzJeAglIvL2ZLz7t9jEFNvNbSbymv/fvZPJeitJwf8nX7Uj9fs+Pnmv4zUZWzL18W6sPtqCz6p8acz48fM23pXPexwJrrgiXq/ucl8OGpOGf63pp66dtztg305Vt3F8cueOZryW94v58fP3Zt/By081SOl/s8LD3m+8ZtjntL5az1fs5r+Y7Ww3xF2kvXjv98/KNvm7OPyQuJZ9N6NWflylXKuPKCjG9dPx8iTTy/9O/0ceqauaorT+pYbEWfnihn/3K0rtLl6+6C/jL/xeeXh1O4rvoylPGttIvMXJaaw/odNX7MzF/p+sgdG93N/JgdD7o28un57/CcWNy6cfL5y5qLX9bUU2lmufnhpZ99Kx6R45nLOLfm+1n4ovBMGUq91OxeicDW8DFOn79LP+0uxOjGncsFw/37ax4v513W1EeVAP5UXSUvilvyaDYHXXac77fnY9PIGFG2KX080d4uc+G67zjnfb3098i8+rW00UhZ+noqbXFdmUq+csd0mXY3aCdfy+f6/KYe++84D914Xr7jfMvmObU/GxMgQIAAAQIECBAgQIAAAQIECBAgQOB3EIieiI8sBl0WsCInwLttIotia+pgcFJ6KS/phaY1+ek/k1hMFoTeowUfW9pmF5JKX8ks7gSLOLtZZtFm9ULNbA62vZkNGih9PBpA1Ocss1DXf+aWHhPj2s81dRydC0ow21aX8+J6Fzy1NEa/vJ+t77E8HtUGuiCXV4F2MwvGn07/rB4/zkFemaCF1B3/WvpF23fJw1jdzr3Wdn44Zbx/dsGgwbsBTpXpcrfEl74xZzeVxtTrpe3NpTfyXjgA6Xqf+XEgF8xQ9hev+6cf1/nL/t2VJ3P3yG5MWFGmaKDwYMzp+k3jCy2vvbLjXvG7TiP0d+NxL5SHGhvlgnTj/S6Ybv+dLHjMG/7+1Pr4NBJg/2vcevqx9lji/B03c9yybkwJj1kVjsXGmu0vq5njlHIMnpyLo3fZH+z/+5pj2WGZWre94b5aPA+3hRX1UfKbSD91rDhmsWp+TF7sUvabOU5dOxa8lC8/95TjtlXneFLz6cpji65NdMcXmXEufTf08MWy/Zz04r3yyXnsnh/PXsadtcchK/O29LE1/aa0laV0l94/cux8qYvBMezYa9k5qJQ5e76ps1xz7FyCmx9O/xvL9/Rr+e8DmfFu63xa+mO2TNm2mClPd97qxvrrUr/yPgECBAgQIECAAAECBAgQIECAAAECBN69QLewsXCC/+VEeXAhMBi8cA6eCqaZrYiXPC+Ubc3iRTYvw+0Ti72rFiiH+xo+z5zQH35uzfM99zXMXyvb1MLlub3FA4OGBdj4/MjFwo1Zf/l4dmEw23+PapsvBdz4JDqule3WLDQm0q8yPp3nn3igQ7a+x7gPaQPBAMCz/7o7oV2XNRWUl1jAbekXbX9r2kGr+aEsyEfz3W1XggbXBDNcVXDbeujuBhcKcC+/fnOVtfSfmblrzQUwzep+qqRdm4iPa2sMMxchlHa3Zj6YKl749VTf2H/c2xx8GIbIbRi+GCwRyBg6jh0ENIeCjAbbL5UwE3y8lNb1+6nvsRX6QnZ/5bj2Os9Lfye+R1c5FrvOT3ROy87FibbdXaxVY67MzC+HjJPX+Fd/J+av9EUBZVeJ9Ku0tfNFbm3nx8zxUa06D42Zg3NSV9W8/GdqPs3fffg6A9nvZ5k7B6eOX1aMn9dlKX+Hf6kxMa+N7afZa+f6Dwfvlzlka16OHDtbzUHFJNlXN497qf2taH+Z8W5rm+g/n5g3ynfJ1AVM4b5axtPE+Ys+7x4JECBAgAABAgQIECBAgAABAgQIECBAoLFAZiEouhicOXlcTszXLmJm0SS7gL41r4mT9psXPYZ53XOBYs99DcvYyjbTR0oehnna83mm3ddadG9RvtRiXdL7qLZZyym6KLs26DCRfrV2nqmTGv0rs79q9fbp+e+oba2+mbybdfiOti39okYlD9m6aTY/JOq2BIWsvsP9VYGb1kP8Tt6pwIKrIrz6M3PcmDVsVfevCnD1R/KCqvR4mgrmfMjfWfGqOKv+zBjUCghvNe6tAlj5oUxfiO4ieBz7Mg9Eg8YT3wufQuN74wCsYhs1m9suM/6u2WfI6hzQmh475srVvxfdf2YuzvXNpx+1gsvu/btRYv66iyD00sYyc8Oa4/5M/4yOYX3fmHxMBomnj2NSx5p1zkWk6ikxdmcu5Kl1njB+Yc8xx0uT7WrwRmYsK2P44KOrnmb2V+u7a5/RFnNQNu2Sh2w/7ffx6rEbG+IX3mT3mRrvXmVs/R+5+TzXFsNzXmLMWV9SnyRAgAABAgQIECBAgAABAgQIECBAgACBtEA4kCVxojd0x73h3aAq3BV0WPDMoklZYBt+tvXz8In1ZHDtUr73XKDYc1/DcreybXVH4WHeazzPtPvai4U18t+nkVmczgYnHNU2+7JtfYwuypbt1tRxNP3iuLUs/eeTC5mbA66OaAOJoMLN5etdy2P4go7M/P7n6b/RdjLMS+R5NN017a/Z/PBw+toy31NuzdpxJpCq4vFTahxI7rdV3U/VTfd6xjF7x8pU2rk7EM6WKfnmexr3kkXftHk0ALwbd4J3gYwcxw4vBIgehw0/M1foRB98CYSfS2/4XiLtOgFlZeepoLL8HWmjc0q5uGBoUet5dP+ZuTjTrjPpLpX53r8bZdr3GrdE+vWOTxvPYc2OjxYaW2LOS39Ha5n2XLHC5wlL0HPifF5kTurHoUy6Y2XJnJfMBgCP7a/laxm3NecBhnk/cuzs637pMTvmZcpU+tzQY8vzzJiUPTedSXtLGa4/m2mLmYvKDpmTrgvnbwIECBAgQIAAAQIECBAgQIAAAQIECBBYJxANMjgvAOTuDLS0aPDq/WRA0VJpMwsMWxdolvJy/f5RJ9b3XKDYc19D31a2r9rq4OKJN68nAjmH+a71/JbbfbaMiUXvVFDEUW0zW/6p7d+0uZn2uGZsi6ZfHKfyuOb1RH1vvvPyEW0gXL7Kc2HmLobRemvp17L9NZwfvkfzvTWQZlhHreohHqyTD6wc5n/seSKgIRV42arux8owfC2x39QdKzNzfasg1WE5p56/p3FvqowtXk/Vb2TOCAZ8Xo9PwTvHhvpidIzMBl8V/3jap39q1lcmKDQTgJUpU+1jsd4naprZf8arZiBopj+tOW7uzVo9ZuaRTH30+U2kn/q+1ac/9ZjYb2p+LPtrdXw0VZb+9cwxd7atJY6PNn9P6stTHjMXj2TKlEl3zbzwugzhi0WrtvFhHmo9z7TtTH2M5a98PjoXbN3X9f6j+82OeXv6DcuUutA2GfyeKdMwT1ufZ/abaR/hueHg865b/XyeAAECBAgQIECAAAECBAgQIECAAAEC71Ig+PPsP8tCQHZBOHwH1nLH3ofT/2oCH7loslSO8Il1d0JfonzzfgvbTFvKLoS9KcDGFzJ5zSwGbczWqo9nglUyO8gsmGXS3Wvb6KJs2W5NHUfTr93WE303HYxyXTe7t4FgAGCxvw4CvM579u/Mone0vbT0a9n+Em0sHoSSqNsjj3My7SZav7XLU/IY3Xepy0yZmtR9IAOZY+xAci+bJJxWzQMvO9ryJNE37mHc20Kx5rPRsTBykUHowpKRYJ7Q97iRz12XN3XBc/DO7v0+MmmXftN/rsZjyPVyoWDZNrPPaP3XLlOfxxb7DwfRBtpUn8/I471/N0rMXz/XtIdE+ql5d6luWn3PK/vNzJFL+cy8n2lr2bqK9snimsnz0ratxtjU95ON5wmDF1T93BrsvmRZ4/1MG4t+r5vK1577us5DtL2v6Effomlf52nr363mwKPGu8wxUKYtJuak477jbG0MPk+AAAECBAgQIECAAAECBAgQIECAAIH3KhC/S2H+7nGZu0GVxYCaQShHLpostZXEifWqi717LlDsua+hdwvbzAJLNshkmPcaz2+53WfL16oNtUo3W76120cXTst2mQW/Pj/R9Itj/5kaj3vWy577KjaJfln17oV9vYTrNBgk19IvnNcV7a/F/JCo25/lro99ndR4zOw7s79Q4GkXWFm3PCWP8ePG3F3YW9R9xLRVX2kZvBcpV2SbRPs8dNy71aCzmm02eDHEmzuaR+9Uu/T9rVW/Lu0wc4xe2mSk7Ya3SVxoUcaCcLqJu7tn043mocVc3CLNSHkSY9Gq4+ZIHrZskxgLmgah125rrebHYt0y7bm6zARWZzwzbbj2sWYpbzSIO3txYqZtL80zU/WSsVu7j6l9t3g908a2znkZu637urZqNV+Ez30nL3a9zv/Y38Fjse7mL2Ofn3rtqPGuVfvIOJXA/nvot1N153UCBAgQIECAAAECBAgQIECAAAECBAi8K4HMnY0id9p7g5NYnO8WGiI/Kf9mJ+MvtDopPr633KuJBTdB6Dnaf7WwzSzs1F6ASxY/E+x6k4EWw/Jm3IefW3reKt2l/dZ6P7ooW7Zb0x6j6RfHWmUq6exZL3vuq5QtHoCXu7tz1D9657Vonbb0a9n+WswPibpd1R/n6jhznDOXzvV7Uac148v1vq7/PrpMpezXedryd6u+Eq2jEji2Jf9bPpvoG1XN+zxHjaLjXp/uXo/xIJzlOo7MAWMXUUa/Jy6NBYl+kG4LibSrXuzct4OGwZldINrSnNiq/S7tt38/uv9oWyrpjrXF3nvNY2ZeWWrLa/a/9TPRsayzW3FsHk0/WtfR8qb6bjTRy3Yt017KSt83lh4znodebHO+KCZ69+jUGJ44Tlg9LkTn0mwA/VI7aPn+Utvq3986nh05dvZlWHrM9KNSJ0vpDd5/c2He1jqNXthX8lAuNoju76jxrlX7yDh19fXp9E/GK+pqOwIECBAgQIAAAQIECBAgQIAAAQIECBBICkQXZbqTu8mfR++zEr+j5ulnzcWfVifF+3JteYwu9pbttuzn+rN7LlDsua9hOVvYHlWWYbmiz2+53ZcylAWiksf+f7G9/n8ZM8pi9/fBQuBsME7Up2x3T/U5Vq6oSdmuOI+lMfdaNP3iOJdO9r0962XPfRWH6P5qm/Z1EB0Xo/uPlqe0pT4P0ceW7S/qkJl7UxafHz9GHSLbZcb7SHr9NtGgyhJU2H+m1mOmTJn9t6j7SJlT7SOS4GWbo8qTyOK7G/cyZa+xbSY4bzb4JnhB8NSdJCPjwdLcEW2vS+mMubbqY2P7GnstWray3djnp15rORdO7XP4eu39Z8b2Nceuw7xfPz9y39d5WfN3oo25E/oF+MhxoXbfKUXKlGd2PljTAM+Bu19j5Vq+KOpVFoLz02XfX199NvhH9HxC7Ytfgtk7b/b58WMZp/r/JQi31Pnw/+UXcMr5kegFAavOAwzzfeTYGWtvp9yYl2hvxX5oUeN5K8/M+FCjHH0arcqTuWjtVzt5+lHWNlqMf315PRIgQIAAAQIECBAgQIAAAQIECBAgQIDAgkB0UaZst5DU5NuZIIpyEnkqCGJyBxNvtDopPrG71MuJxaNUwMJSJvZcoNhzX8Nyt7DNXEgxzMsRzw9v95dF1Ev9P3X18en0z68FotNsMPna7TLWR7XNTB7nts0YlfYwl9bYe9H0i+PY59e+tme97Lmv4hHdX23Tvi4S42IowCNantKW+jxEH1u2v4RDeO5tabFklhnvl9Iavh+tg+Fnaj3PlCkzvrWo+0iZW7WPaB2Vckfy2WKbaNnLdi32f1Sd1ypLCaSJ1vNc8FzoDrqfTv9M5Tt4DDzbziKB7KWsc+WYyl+inld/l53ad3k96FOOfVP7D9d9u/4TOl6P9t9QO3y4fEeofIFTq3llrl3UfC/RxnMBmZdMRtOP1nW07NE5ovSFaJr9di3T7vcx9dii7x5ZnlLOlvuPWwhghQAAIABJREFUj6HJAPcSPP/n4x+x+sinPVX/U693efn0/PfF8hJM3gXOhsbaWDlen2fJHCeP5fvIsTNa3uI5lvex1zLlKeewx9LY8lpm/5m6a9k/58rbqjxln4l1irf9pzv3+PxFQPpc7XmPAAECBAgQIECAAAECBAgQIECAAAEClQXiizLdYsbqnyPNBFF0iw2VTvi3PCm+tSqii71lu637Gn5+zwWKPfc1LGML20Sa6UXyYd5rPD+k3Xd3lXr+8mGHYPOpBcmM3VFtM5PHuW2nDMZezyxg9vscS2fsteLYf6bG4571sue+ik10DKlt2tdLdP9lu/4zc48t/cba2thra6xqO2TqtgRhzpmueS8z3mfSH/Meey2TZnTbTJky41uLuo+UqVVfGauPiddCfTpSluw20cCyNX05kpej6jySt+g24eDtmfk4+KtXk9/zyh1ZJ9rWq8CfqTJlvgeuuRD56Ho+uo837D+v6neqDUT338ppqt0NX281rwz30fJ5oo0LQr9UxJHtbaqvXL8e7TulSMFxvOuzLdpiS8/MBSrZC5USbqGLcLO2Jb/nY6G2webXbav/O3OcPFa2I8fOvgxLj5l+dGR5et+l8vTvZ8rVsn/2+R57bOmZvZFN7/bmUUD6WNV5jQABAgQIECBAgAABAgQIECBAgAABAvUFEosyq+5MN8xxJji1LNQMP7v2ecuT4mvz1H8usZhcNXhozwWKPffVu5bHFraJNH+vIPTzTxoHf5779Z253iwQ9Xc/XPk4bANLz49qm0v5ir6fsSvjYDTdfrto+sWx/0yNxz3rZc99FZvwGFLpIqwSyFfqvvw/lzUc/BCac1r6tWx/4XoIBuOn6jaRZrQ/ZY5zommmAkajiS5sVy6K7Mry6fnvDw+n8JxSPrOQ9MvbLer+JfGZJ636SrSfFM+Z7DV9K2pejKpk5M24d/oedAqNe1XymEwkajj33SmSxlxgX/Si5an+mAgwTN0pvKeMlO/SDprU89F9vFr/6UEvj8G+Ew56buV0le3RPzNz5VQ7Hk14pxcTbTxcH8OsR9Ov3dZatomWaQ/txp7X7jtlH9E6Kvsey9PW11IBoSt+ySB6wVX2mCZ6N+Xa/f7iFT0GCV3wE21Xw+22luvIsXNYjrnnmXHpyPL0fXCuLMP3MuU6arxr7ZlZQxjaTT4XkN43Q48ECBAgQIAAAQIECBAgQIAAAQIECBCoLxBf7Nl+987oXfT6E8Zr7oR3LdT6pPj1/jJ/JxYSqwZM7LlAsee+hvYtbBNpNln4HZZv6fle7f4cVBQObG22uPoyZizBDN4/qm0OsrDpaV/myGNpD9mdRdIt2xTHbNpz2+9ZL3vuq5Q5OoYM66s8v/5f5tKS9/7/5WKyy0+6n8rj1r4WmnNa+kXLUPIw157G3ovWQ9lu7PNjr7VIc2w/Y6+V9hH1Gvv82Gtr0iyB69dttcwRfTvtHy93xu7b6+bgnLLPsTKMvXZUPbXqK9F6X9NPxvzWvBY1H9bjdTsqf9/KuLfGYOtnEu1nMoA70laWvndFvjNOtbVoGeYC6ecco+2sbDeXztr3ouUr9ZDZR6TeyjZT7pl9jW1be/+tnMbyfv3aeRyJHR8Nx6PrdI76O9HGV7WHaPq121rLNtEy7aV2ULvvlP1F66gEbS7lb837rftQ/ALE+HnJ6AVUJVB9jcnoZ84X6Nf4Prb1+1z3+a3jWet6HzW8vNiiHx1Znr6sLcp11HjX2vPchxudbywB6eXi/8+PH/u68UiAAAECBAgQIECAAAECBAgQIECAAAECKwUSd6UrCxib76KYubNmd2K+wt1gW58UX0nffSy8kFg5YGLPBYo99zWsixa2LdIc5rnm8z3afepuaNuDYkOLsBnDo9pmJo9z20YXL8t2pT3MpTX2XjT94jj2+bWv7Vkve+6reCTGkFB7j9bRiu1CQXot/aJ5XtP+EvUQckjWbTjNaB/KjPct0ozWVavtMuNbi7qPmLbqK1HTNf0kUq7INgnzuxj3ImWuvU2qj48E0gQ/vxiAd7mAZKmeRse44Gd/losN1vgl2tlo/tbsc/iZ99rHa48xrZyGdTH1PNgPuvadmVem9lf79UQbF4R+wT+yvdXuO6VIiTbQZJxr3Ycy6ZfzmJE+lvjVx6dIekvbNA2YXXk+Zet4lqmXrfu69m3RjzLjQu3y9OU7ulx9Pmo87tE+2verpx+lXQhGr9EipEGAAAECBAgQIECAAAECBAgQIECAwG8rEL/bUOyuYdGT6dHt1t4Nb1ihe5wUH+4v8/yohcTMwkumPGPb7rmv4f5b2LZIc5jnms9bt/tbDEAv40rG8Ki2mcnj3LbRcbRst2YBNZp+t2A3l9Hke3vWy577KgyJMWQpyK/1+6HglZZ+Ldtfoh5CDsm6DacZ7TqZ8b5FmtG6arVdZnxrUfcR01Z9JWpa9h/JZ4ttEuatx7Wl9Kv3zWqe57uqLuW/e3+sPwTb3+LFxtFftBord7nLbKS9juV/LL3r1yJ3ab/sv0k9B427OrrO+9zfEbOyTas+Xnv/rZzmDPv3MnPl2nbY76vFY2YsXdMeoumvSXvOo2WbaJn2XJnKe7X7ziXN6N21m4xze/Sh6FwRvUFGOL0/H/9YqtPF989zdWiui7aPGtttHc/2qPcp22j5M+NSZlzYaner5ZrK15rX92of3Q1typ3LV16MEfvc04/oBS5rrHyGAAECBAgQIECAAAECBAgQIECAAAEC71ogsWAfCnyIndjNBbRvvRvJXifF1zSU6GJv2W5N+lOfySy8TKURfX3PfQ3z1MK2RZrDPNd83rLdn3/RoMpP4pZF2rKY/rW0k5f/D49/lfz3/zMXy2QMj2qbmTzObZsZb4vlXFpj70XTL45jn1/72p71sue+ikdiDDlszr3Ue2jOaenXsv0l6iHkkKzbcJrRPpQZ71ukGa2rVttlxrcWdR8xbdVXoqZl/5F8ttgmYX4X414Lo0iaH8KBN2/vJB6qg8CvT53vRBn4HncdzJcIoo9YjG2T+E5bfQwu+Xmvfbz2GNPKaaxNXL+WmSsz88r1flr9HerHl+C8NWN+NP01ac+ZtGwTLdOeK1N5r3bfuaT5OwShP8Xsnn4s1sGfj3+E0vp0+mcprcj78V/8mJtHu3MspZ6/lfbb/y8XgZVxafg/VLaVF6MPy3vk2BktY3Ea5nnueWZcaDUXHF2uOZ/se3u3j8vNMFpf7FHllxGylrYnQIAAAQIECBAgQIAAAQIECBAgQIDA3QqUO3xET34ful0gKGKuEvY+KT6Xl+v3oou9Zbvrz275O7PwsmU/5bN77muY1xa28TSXF0WHeW3xvGW7zwSFD8eO88LseQE1U+ZWbahVupmybdl2aLv0fM0C6lKa/fvFcUs5rj+7Z73sua9SzvgYMhecsMt7oTmnpV/fvpYe17S/RD2EHJJ1G07zum9M/Z0Z76fSuH49k+ZSHbV+PzO+taj7a7uxv1v1lajtmn4yVo41ryXMBaHPACeOvd7c0TzSTsoFhjO7f3krFuz9OhA+PJ5sCARMtLPqY3DBea99PNJ2yjbRMaaV00sDnXkSbocVgjZnsrH6rUQbD9fHMDPR9KN1PUx77nnLNtEy7bkylfdq951Lmu8/CD0aOF7GnYfHv+bq4cPDKRjQ/nrOmktz6r3M+PKqbZwvMHvqjmU/P36cSn/s9VfpzNwdukt7LIHga5mybd3XdZaiZcyMS5lxoXZ5+vIdXa4+HzUej2ofXTB6+ALNVedPBKLXaCDSIECAAAECBAgQIECAAAECBAgQIEDg9xBIBDMcGhRSAle31MhRJ8UjeY4u9pbtIulFt8ksvETTnNpuz30N89DCNpHmz2Fejnjeqt2f74KeWcR5+lEWiLb8okGrNtQq3b3qO7p4WbZbs4AaTb841izznvWy576KUWYMifpX3u5bd7FI8OKvln7Rcq1pf4l6CM+9LdKM9qvMeN8izWhdVd6u/yWNp2jwbLIPhus+Ytqqr0RN1/STSLki2yT6xlHfN1LjXqTMLbYpd0EN1fdVIHdwfPgezXPkTq/X390S7X91wE+inVXt271booyp7wihOk8Egff5jT7W3n8rp0h5gn2hG4fWHDdH8rBlm0QbF4R+gT6yvdXuO6VI4TZwNQ9saXfDz+7Vh+K//HF6c9HVML8fHk6huyVnjiOH6Q+fR+bGqzbxdet+r9KbPIbaOp7tVe9Dz/55tIylr/efWXo8sjx93lqU66jx7mjP8/nJ5y+JcWOyr1zXy9KFLn19eiRAgAABAgQIECBAgAABAgQIECBAgMBvLxC7k10m2LTdtlsCWI8+KT7X0MILiYLQ5xhH32thm0gzFWAyWoCNL7Zq9+EgqHI3rrIAnryj11ixWy2otUp3rAwtXrteJJv7u7SHbB7m0hu+l1n0jeRhz3rZc1+l7JkxZGhc6XkftPvr590fHv9a0zb6emzpFy3zmvaXqIdwsGI4zQaBQZnxvq+7xcfPjx+jddBku/Od7codP7+e29n5VzQ+/Pn4x2LeZzYI19OdHHdF7a+DgmeIqr+VMA8HhUTLfQlAK+3o7bhX4fikOtZMgqXtR8s9TCY4Ts8G8g3Tix0Hvv5FoPCFz8ELoIb56Z8n2ll4XO/TjjwGnbs2Hkmv3yZa52vmwn4fc4+199/Kaa4M/XuZuXLLsVG/v9qPiTYuCP2Cf2R7q913SpEybaB2++v2/+n572i5thyvxeaZcu7x9VwzLHNiztw+J2SPmTfMda/KOHP382E9bR3Pjhw7h+WYe56ZA48sT19/c2UZvpcp11Hj3S149q4vAekPp+ivRix99whfpNnnwSMBAgQIECBAgAABAgQIECBAgAABAgR+O4FyR4/hye2bf75hoeaWTopfN7TEQuL2xbHBzvdcoNhzX4MiZhZpw7aZO1wN83LE81btPtFmf269u1fv1qoNtUq3z3frx8y4XdpDNj/R9ItjNu257feslz33VcocDsRbDip4CSi/9MlfAZZ/nv5b5vhS52vqfa5urt9r6dey/SXGsfD80NLi2v3678x4f/3Zub+jdbC43a+A8i4YuA8sP5udg8tLGWrNGQtligYlhOt+bn/9e63ax6L9r7Gkann6ckUe39u4Fylzq22i9T0c+0PjXeJ7Vjiwb3DBSPjulIPPZA1D5Tz3hyZ94eg+XvafNYtsH21z0f2nnCpfKJKZK4d9KOK0xzaJNi4I/VIhqfZWuRJr952SvQ8Pp6doupWL0yW3l+c5kDR2g4upOxWHrRLz35Rp+dW3aL1Ex8qpfQ1fj+5z63h25NgZLWPG9cjy9PXXolx79c++DP3jLXj2eXn1+Pnx42Xdo4yboV9FGK2XCmPEq3z5gwABAgQIECBAgAABAgQIECBAgAABAu9NoGJAyNKdQ6q8v+UOjjd7Ujx3N6uqARN7LlDsua9hP00s1IdtjyrLsFzR563afeIXFMJ31VwqUyv3VukulafW+6OLZL8CDl+NvaU9ZPcbTb84ZtOe237PetlzX6XM4f19Ov1T6mxNvc3Z1n4vXJ6HU/rXIVq2v/c2P2TG+0wbiNZBuWNlycMeQeSZ/I9t26Lux/Zz/VqrvnJUea7LN/d3uOx3Mu7NlbX1e+H6HgTMRPpxtu/GjgWfv/QekTzM3dG2T2fuMWzzcGpyV8vwharJX8OI2Z1WBR3Pefbv1d5/5kL42sdAmbmy9r57zy2PiTa+qj1E0y9j+pZyXH82PEesOJZsmfZ1Oa7/rt13SvpHlmfv/UfbYzmveW1f/o4Gne7+q20VL66JtrGt49mRY2e0jJlxKVOecoHBWPva8lpm/5m6O2p8aFWeLcZjn73kM3ox8su5tC1rEWP58BoBAgQIECBAgAABAgQIECBAgAABAgTenUAseCB296HowsDW7dYuEN3ySfHE4lo4UDrSWPdcoNhzX8Oyt7BNlaXiAuOwXNHnTdp94qemp+5KFs3/cLuU+/CDC89bpbuw22pvZ8bU0h6yO46mXxyzac9tv2e97LmvUubE/qqO+XPeW95LlOfdB6GXQOxonyl3Et7ifv3ZzHh//dm5v6MBPDXH+7n81HivxbFBJF+t+spR5YmUud8mUfa7GPf6ch3xGL6z68PpqeQvODakg7IjAdd90E4wDyXYZ1P9J9pZej6K1HWrvhidV0r5I/nMblN7/4n28LNsm83v3PZH7nsuX9H3Em1MEPoF9chxoXbfKUXKlCd7cVGkHcZvZPH0I5Le3Dbxu4u/3Vf0Fzv6eWouH5H3En1z0zx3nZdoG9s6lh45dkbLmJoDM+e0GsytrTwz48N1W9ryd6vybMnT3GfPY8vTj2jb2nqR5FxevEeAAAECBAgQIECAAAECBAgQIECAAIG7F8jcgawEIJWT2S3+xxexLsHwK+9Cc8snxY9asNpzgWLPfQ07ZwvbTN8p7W6Yn72ft2j3LdKMuLRqQ63SjZSpxjbxhbPTqkCeaPrFsUZ5+jT2rJc991XKF+9DbwMqep9bemzp17L9tZgf4nV7+lk7aDuz70z7iTrVHgMyecxuGy1T2S6b9tz2rfpK5lh6Ln8t34u3z/sY91paLaWdOA7t2m+w3Y3eRXYuL8GLbrrg9uC2q4Jmh3kMlrW7s+XaC5uH+7t+Hr3AOxv02HIuvC7D2N+1918CY2unOZbvsdfiY9G64+axfdZ8LTF/repP0fRrz/mpvpsEbZn2UlZatPPEHLDqu1+gTNG7CG8/hsoECj88/jXMe/SCrVrH40f1nWgbK2Pf0Cf7/MixM1rG7LgUTbe0pazX0vbR46KSx8zFJEeNd0e2jyXrqffjF7mc1yIy9TC1T68TIECAAAECBAgQIECAAAECBAgQIEDgXQpkAlZanHQfokYX7MsJ+Oyifb+fWz4pHl2wKtv15anxuOcCxZ77Gtq0sM20pRY/3Tss39LzTF7LtkvplfczaUbSi27Tqg21Sjdarq3bJRZPVwUiRNMvjlvLMvz8nvWy575KGaN35ssuOg/99nze0q9l+2sxP5Sgxmieax9btRqbo0E8a4/P9myr/b6a1H2f+Mxjq76SSfeoAIpM0OlReZypupt6K2NZMh5q7ysu8o3OZZf8fo2MjVuDAQ8NzkyM/6XPZhpVxK5sk003mocW+4+mWXtuycyV0e9GUcca24X688M5YG5Ne4imvybtufKX9KJtYi6dsfdapj22v+Fr0TJlPDNtuAS6DvNT43n03F2tvlvSCTq+upgq9ks+9S58i+2v/jgdtFl1HmDYXjLtrvbYGS1jph+VskXrrIyLQ4saz6Pfr0rZM/s7arw7sn1kfK63/fDp9E+0fdVu19d58TcBAgQIECBAgAABAgQIECBAgAABAgTuUyCxSN6dkP3z8Y+WBU0GxP9cc+e6Wz4pHl3srb34secCxZ77GrbVVrbRhYrStof52ft5i3afSbNmeVu1oVbp1iz7XFqJtrhq8TmafnGcy2f2vT3rZc999Q5R16MvZOnzO/fY0i/qtKb9NZwfvgfz3d0heM42816rsTl+l7h6gTyZcq/ZtlXdL+WlVV/JBN4eOaYE+8XPI/O4VIe38n40CDAasL428D+Uj0/Pf0f73Np89PUSDYwvbXHNvNHvZ+wx0w+zwfbRvlO7TH05W+w/HvhVd27JzJVl297gVh6jfWltG4+mX7uttZofS721THupXbToO2Wf0XRrn4s4YoyNj62/xopEPqudq4nWSe2+E93v1vHsyLEzWsasbXS8K/tf6uvZ98Nz4KfTP5m0jxrvjmwfGZ/rbTNeW/vQ9b79TYAAAQIECBAgQIAAAQIECBAgQIAAgXchEA8o6u6iVTVIagwwmZ9VwSm3fFI8sfhR9Q48mRPuY/WWeW3PfQ3z1co2ftekX4uhw3zt9bxFu8+kueaCkSmbVm2oVbpT5aj9enRRtmy3ZuEsmn5xrFm2Petlz331Rq3Gpj79PR9b+rVsf63qIHHHxlXHM1N1mxqbpxIZeT0RyPMzG1g5srtdXmpV90uZb9VXooHG3TzwcPrfUj5bvX+Ue6vyHJluYpx5Coyjq7/rBfMRugt6ObauYRoo789um2Rg11LeMhdVZ4Pto2UqY8xSPte832L/Ga81x69T5czMlTX3O5Wf7OuJcXTVhRbR9Gu3tVbzY/FtmfZS/bXoO2Wf4QDWSuNqX85yZ/VomWr2n9AFT+XioofHvzqfh1Nk7vtZjnH7sm19DOex8ji9V30cOXZGy5gdlzJjQ832nDluz15IkinT1jY//PyR7WOYj+zz+EUu686lZfNjewIECBAgQIAAAQIECBAgQIAAAQIECNydQDBg4LxA/3B6al7A5J3ZS/6zebrlk+LRxd6yXbbcc9vvuUCx576GZW5lmwmcOPKOni3afYs0h3U29bxVG2qV7lQ5ar8eXZQt25W6y+4/mn5xzKY9t/2e9bLnvvoyZ/a5pt76/ezxmCnLLQXeNZsfznf97Y+hlh6/17pYJzM2Z9tFNLCm9nFKNp/R7VvV/dL+M31lKa3r9+MXx51+Zvvh9b7W/p0p/62Pe2sNan0uYxmYx1ffCTYWkPj0I5CHn2u+3415Jvp3vb7QfZeNlbOMp2P5nnst4le2Ke1iLp2177XYf/Ii9GrfgTNz5S2OQ5n2vaY9RNNfk/Zc+8uMaXPpjL3XMu2x/Q1fa9F3SvqZcxE123HmWKPW8W2yvN18FsxnlQuf+vqO9p1sUHGf/tRjtI1tbQdHjp3RMmbHpUyZatZbZkzKnkvMpD3Vpta8nrHc2hbX5G/qM5ljkVvK91R5vE6AAAECBAgQIECAAAECBAgQIECAAIF9BbIB3yuCFtcUKBkY/zO7qHXLJ8UTC1ZVF8r2XKDYc1/D9pewTQU3ZBYrSrDJUQFfLdp97s5Nz1+G9bHleaINpfpJIt3qP8O8xaP/bHRRtmy3ZuEsmn5x7PNU43HPeknt6/Pjxxrly9xdutztsMY+W6URC0Lsflkl3Qaj7W9N8GKr+aEcn0Tz3W1X6rdCu8qM99m2kAl2Ku0hm/7e2zer+4WCpMaahbSu387VUd2LGq/zMvV3etyr0C+m8nLvr2f6++J49On577UeqTp9OM8DU/mpdRyR6We1gspa73PK7Pr1WobX7eF6PzN/hy9ez32fWHcMe12O8nem76w5bh7bZ83XEvPXqosSounXbmuZPpT1bJn2Ul5m+sqrixSznrlzEXXm/NQ+K393iffbpx+JeSk8Xi3Vc3k/2ndq/epHn6doG9s6nsXr4FT1l54utq/6y1SZs/0ok3bZZ5VzeqmL1vL7PGq8y7SPrW2xb/s1HjPfn24p3zXKLg0CBAgQIECAAAECBAgQIECAAAECBAhsFkgtHq24U9vaDObylV/YuOWT4okFqzoLH5dK2nOBYs99DdtgwjYVhL4myLDKotWwcIHnrdr91MLfyOupgPC5IiXaUKouE+lW/cnuubJm3hsxn1ykXbNwFk2/OGbyvbRtpl6W0lp6P7OvMlctpRd9P3iXvr4+V9+pNpqftdu1GmdKfkoAfrANpvp9l/bD6VurtLMX1nXl/PPxj7V1UD6XqYfsfjI/Vd6ZVuwn2bxGtm92bLCw88xYs5DUm7fTdfRw+lrj4oc3GVl44b2MewvFbP929mKXmQDwrceniV9K6Oez0cc1xyhj0IkAxC4fW/eb3d+a44jgXLUq6HjM8Pq1RB2n5uLEHP+zy8PGebKUKzNXbm0b1441/k7MX6vaQzT9ezrubzn3LtVps76bngO2XSB4Hueiv/ZQLjjatr8x1/DxQ/C7w9a57zqPRwSz7jmeZfZV6wKv3rhZPypzwsPpf9H0y/jY52ntY2p/Ky7mOGq8y7SPW5lbs8dvR3xvWtvOfI4AAQIECBAgQIAAAQIECBAgQIAAAQK7CKROepcAlb3+JRfSSjkyWbvlk+KZBauaCzp7LlDsua9hu4gupK9ZUEr2pS54ojjsuXjRqt3ngkbqjCMfHk5PwQXC1OJgJnDvVhbMrtr4aDDXmNWa/I+lM/Za17aHGdv4fM8xI3Mn79L2Nxbt5eOp/ZYAwhJUUSEA6yUDlZ5kxpls8F1iDE9f8JJIOzWmFNaUySA4tMwrZUzKzBNlX11/CQbdlP67purDwT+X8uw932XK1LLu5/LRelxLBIr288b3bJ+cK1/kvfcy7kXK2nqb5LFYX+fXj+mx87pc+ePh8TuiX6e75e+czdOPbtxdscPzMWQmMPPpx4rdlDvsXtfb6N/duLtmBwufCY+ZyWOkMv5Ey3be7unHmmPZYfEyY9DWfQ33W+t5uC4eToLQL+it5965uo227zV9Nz/2rgsMzweg5+/ePGfYv5c4FzA6Pr6qi+RY1edh7jEztpRj6syx/tR+M983to5nJWj/leHsvFT3lwCj+13Tj7LzUOl3q+ru8+PHPfrsUePdnm1xqj9kXj/nt/3xWyZPtiVAgAABAgQIECBAgAABAgQIECBAgMB9CSQDvdcuyK9FySyqloWIzMn/Wz4pnlkoKOVes7gyVieZ/Y59PvPanvsa5ivRpnYLMix1eF6Aev5S2uXSXbjKNqUvXgy/lSCzYRnnnrdq99lF4FLepXJOleO84Pn8JRFcl6rLjFGtvjdV1jWvRxdlu3b36fFzdh/R9Gvb7DlmZNrAxaPOHYS7OTmz+HkOQiv9qZufPz9+zNZnv33pV6Xc57I/fynel4Xxcnfw1M/TJ/1SaSfG8NQxQXFIpJ0aU3rjRPrjwTLnoPJvpW6u/3dpJ4LOr/txn8fMYzZI47zPrn0/bb14ony+tLN+LryMD6WtfluTdqJuVtX9lOsl3+P1fRXMM5XG3OvZuXnQLr53F0R+ev67OM8dX/djxyXYqlwc1tXDXL5evbdh3OsC5iuPe5cLQdPj3qsyHfRH8iLW0XZXxv2t2c+060Gbe52fygGB68ar07fod9+yXWIceSlrsVrjPel2NW6sTX8iye8fAAAgAElEQVQpT5myLqX16v2V40HX9pMX5Z0DacsFrfHjrm48fJXh4//I1MWa9hBNf03ac3olvWg7n0tn7L2WaY/tb/hatExrPJPH3/049C06l17Gua/RMgy2a3Iji0sf7sux8XFdQP6wbq+fn89ZxC4Yulh93zLGZOehLfvqyzqo42X/ihdPR/e7ph+VsmUvtC3zSNlXqfPeZuqxbHMeg+Jzz7m8Tz/mjsen9nfeV6wdTqWx5vXMeJRpi4N0v3XnQMpccfm+EvEflqXro+eL38px/3Ibfr1Nk3FtmD/PCRAgQIAAAQIECBAgQIAAAQIECBAgcFcC2QX5vQuXvHvQz24BLZjJwcnrxZPNmZPiwd3PbpbJ26+T5d0ixteyyHD9P+qy5wLFnvsaYkcX0st2w89Fn+futJhe6Jhsq9E2mmlb0TSLzdpF4H7hqOxr6n9ZUL20l68rfVN12S1GvV5gmnQv+Ym2jb22+zUmLLevTB33+Y+mX+qs/0yNx13HjOQFWmeTpx99ey55vf4fNciUc6IuSvDoORh38TG8+J3qQ6WsE3l725eSfSjjU8aOqPslz9EF6LRHl/6fj3+EXaJjUKXtMk7DbfNBGlfj0iWwPthm37afkfJn632Puh+aDZ9n2vPwc9HnqflsxHJ9e41fHFfKknGYyFNi3DuVbSNtaVU/j9ZNi+3S35tGHbYH4pVji6DxXD1UD+7ZNF5NjVUbLv7pLiJdeRFF1Lf0rTZtLfxrRD+zY/LG8eD7q2Ox8h3i8j3iku7lQpnw8c+rNrrmuLmF/zDNxHfbVReuR9Ov3dYy7WDoEXneMu2l/bfuu9H6Gs3H1Dh3/j7xqi+Mfn50TmlzF/TeeeW5gTdlyQav9vtfelyVv3M9PPWBtVPnSMqcf2nL0e8vr8udvHBnrKyr2tun0z8l32P/o/UQbX9lH2P5Xnote578dX66+WXiu/i6uaekv7Ys5XOv8zd9DLzkknk/cyyYmVvDx7pz49mmY7ezX/bYJmNnWwIECBAgQIAAAQIECBAgQIAAAQIECNylQFmkjZ6QLtvuXchs8Ewmj61OitcyytyVLVCH3yP52nOBYs99DcueWChbFXyUaVeBenu9UDixsFvSiS7cZPIXTbP3TdiGy1XJKF2Xmf4XXSztnVo/ZsyydVzyHk1/7ULplM/eY0ZmfoyYZO5ctipgYWZ8iORvYZvQHDKsu1SwXyIIIhkUkApiTIxh6TGlt8m044U6qTqO9vnLPmbmlL3Ks2bs2aPux2wz7WHs85HXMvuoWUeRvA23ub1xLxdIPyzLUc/XXhA4rPdaxzSZ46jh/l+ef3r+u7ZjCRh6Sb/tnBkcn9cH/EfLsWY8jLiHg8DOzqm5uOz/9saDc9BZrf4RMY5uk5i/VgUxRtOv3dYyc1fUqt+uZdr9PqYeW/fdGvNANI/B7VK/eDTlNvV6ciwaHZsz5xCn8jH1evJ7y2j+gs7pz07lOfN6Df9X5QvO/a8+MzOfbxmXbmwe+p45lzCsw6PGu8x3xMw5qUx5ou1kxXbpcyPDOvGcAAECBAgQIECAAAECBAgQIECAAAEC708ge6fX4IJAbajsyf/oyflWJ8Vrlb/7WfGZBZXsifJIvjIn9CPpzW2z576G+YgupJfthp/LPP/wEL87YLYep7ePBbK0bPeZtKfLMX1nprWfWbOwnAlALm050z5ab5txyiz49fmOpl/bZe8xo3bQQMb6HECy/k5p0TrKbNfXf/QxOYeFA9SyF6dlAsb2mB+KX9ImHVSSqdd+22i9jm13zJw3PVesGXv2qvtrv73GteyxdN8utjxm+l7XL7pfCrjvce+6fo/4e2Pwd7Wgmq3jXLb9RK235mtLn7j67OrvGV1/CX5HXDMeRiyzga7R7+f9vm/xOKjUX5+/W3pMzF+C0C8Vt9fcO9ZOrsaByWO8LX03U75oflZtV37taOWvPYzZjb2W/V4wWo7G5zmPOAYbLefVvDHmmX2tiv8gX9F2Hylf2Saa3li5b2oeSlywfV2WzHhw/dktf2fODWbOk2TO00XbSXa7TH63GPosAQIECBAgQIAAAQIECBAgQIAAAQIE7kYgG2DXegFpCi59d53gIlKrk+JT5ci+fl7QqReME6m/PRco9tzX0D6xUL8tOKTCT7xmFkOiC2yt232mXjPl27Jt1OZ1O3n+Et/n049I/xqm3/J5PN/xO+gP8xtNf437cD/XzzNt6/qza/9O3c17sIA+ZpRdrMz01bH91X4t28azxxiZgMNkvYQD3PeaH0p7vKFAyC4Aam0f6T93Y+VJz9971n1vVh73GteOCKTJjnnF44h8zo2VmXFpWK9HPt92UUjsgsZI+TbOYek+HMlTv83hAYEVAjPn2u3wvdrHYr1heUzOxem7Id/enesFoQ/b1vXz2m2t5fzYMu1hHxl7fu029fdWz+OPy55+7DWHbgtKbf+rJ7d2bNO3ubH2uea1bccdry8qjbb7vgxLj9H0psqd/T67lJ9V7wfPb0+V4ajxLnMcmPnOkPjONnmRz6p6+HWuJ308M1U3XidAgAABAgQIECBAgAABAgQIECBAgMC7EUgu1jQNBphDPQdjv16cmD1pXBb2A/9anRQP7Dq8Sc1Fj8iJ/T0XKPbc1xA8sWixrc2XXxrYMRC99OdhOaee79Huj1/0Ho4XTz9KEMuUx9Tr2XEn6j+1v5qvz46PvxbPukW5yLhwnbdo+lsXfa/3e8SYcQ4aGLanLc/zwX23FLSQbivdr62kLqQKj7nZYIdo3nebHy6N+zzHp4xaLaZXubvrDY394bbUjzN7132/3z3Htd3Hk5VBM7vn82peHM5x0bGjr89beMwev/wqb/0L6hL96tXYtua4LWX/+fFj8nvwq/z9MltxTFAhAL2UNZqH2sdiQ+fsXFz69vDzkee3NB6U9hzJ897bZPrZmvYQTX9N2nNWLefHlmnPlam8t2ffPey4rJwDWdHfl+ym3j+PEyvG427+z38/m8rH3Os3Npb9rHruou55r9A4u2s/+vT898ZfmVl5DPH0o3xXnGtXkfeOGu/KMXS0njLH28fUxcv4Er64PVI3tiFAgAABAgQIECBAgAABAgQIECBAgMC7EMgHKOyzODOFm7zT2s9Svqm0+tdbnRTv06/1mF7gnwimiZzY33OBYs99DesiupBeJdCgC8I8fY0uvmzcLrRgt1e7T/+CwUS7XW/y9KO0schYMGwfw+fZhfvmQVPDzM08z5hFxoXrXUXTL/7Xn93y92FjRrfw/LLwuHIRef3PgV/m629R91bbrWwrufEvuNCeP4Y5fY+0vV3nhz5Dnx8/ntv2scHofXa2Pt5GYH3+rpaH1P2Od0Lv67XrOztdILdlDriVce9W5vW+/qKP67471P+utzIwMHQ8G7WY2y5zXFFjbt3SJ67LEc1PzX1e5yE9FwcvFJ/Yz5HHQd/WHANdl6PV34n56+ea9hBNf03acyYlvWg7n0tn7L2WaY/tb/hatEy1PA84LnvK/nrS0Gft81Xz3soxaXUe/3z8I3teM9peotuV4PMW41nFIPvQMUC0vNX6Uam7nY6fu7JVvJDjqPGutLNoPWXaZDTNutuV7+n1j5PXjiU+R4AAAQIECBAgQIAAAQIECBAgQIAAgZsSyAaIlkXmIwuQX1RaPkHc6qR4C6cSBLP9ji/LJnsuUOy5r2GdRBfSy3bDz215fmlr3+suhLwJig0FWe7Z7i/BKbkg1E3B6E8/ujtbBgNZl+o0bnUOeD9iwX2sDJl2Vso4lsbca9H0ay369nk5aswo+78E0m3tw5vunHUOIjltzcOuQfTxALV8H0pcJBIOHjtifujbdxk/Sh2f7867OSD9+zmd+EVQL/mo8WTfC7BG23S2GEfV/VHj2nm/m9vZqP1gjtj8c/X3OO5l216r7ZPBUpvmp7kyXOpwqa2c3690l/C5/Fy/t9Ox6tfa36UH/WzWtvax2LVfi7n4eh/935fj8n2C0T+d/il2teutL0vNx8T8JQj9An/U3Ft2f0jf3eeCx/Dxds32P0wrMR79LHPkId/d96mL1/NCFzz9/KX5eHY+/t84RscuJD2kH5X+e744veX38e9lH8N2vfX5UeNd/Fza6Wf0nNTKixtf94f8+cbqx3Bb69TnCRAgQIAAAQIECBAgQIAAAQIECBAgcFMCqcCEne8QNAa14mTzYgBxi5PiY3mv9trLgtW6IMRIEMKeCxR77mtYB4mF+sU2NEw38rxcTHAJDNy6ENJ/vizyPXWLYcGfvD6i3Z8DfJ6/pMad2OJQF2hZ2lJ04SpST8NtFhazv3d3RPr8+HH4maOfRxdly3Zr3KLpR8acjNVRY8Ywj11fW38XtCpjyvmipBJc3CyAtCysd2NL37fKHDx0yDyfv4gsH3ze7/s8rswapINhjpwf+nL1j6V8pX+WOuj/X/JX6qb//9S/180vVxeVZMb7fr9VH7tglOcvCdd+bss8dhbFoYzH3Zi2YkxO5LFKP+6dz/l+c1HZaPn7z1R7vFz4UG9u7vrjt65NPjz+VTPY6d7GvWp1tCWhczDY0/ycXeps+SLVLdkonz3X3+x4Xdr8t0MCAvvCXcarisfp34ptzX7QZ7U8ztfrrzGl9Mfh52o/P8/Fv/Z3na/iueZYcy6f531WnlvOx3Zfy3FeqzqbK9OW9xLzlyD0C/SRc+91H5n6u0nfvcz753FucUwePRZ5ld+9gpsTHSRYt18PnW9KeWrXxetzJ+fvcQ+Pfx1RzjLmb5lLI9X9qh2+LvurdtukH/3rX/+6fMcqx1g1AtJLGl9rz5W9Y7BPdG79Z2o8Xoxe1cdUvWXLXra/lKvc8KK099B+otud2+/zlyP6Tw17aRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbBAt/j+6fnvcuL9ssDTB6S9PJb3uv8l8PkqMC28Ixs2Ezgvyjx/uSyevNTbZRFl+PfbIMMVAXbNCpJN+PPjx6uy9wtHwzK/PC/t+6UtX4LNd23PXVDSm0X66neoyjLa/mCBclHQw+Nfl/471Ya7vlsCmro226DfdhdoXeaCywUTL31nZCwp730d9qc+b63y19VS14feLNCf+9BGkxLgN7KY7G5ll+5xHmtji/J79Khzfs7z3tSxy7DdDttqeV4+36Wx4aKIPcp5l/u4zM2XMa0E1UyOJcN66etkzzKXcW8w/s7m9VKO/ce9PUEW9tUH7F71ua9d8PnGMXhh12/e7i7kKhdPDtpX1+ZusE8P29mlX0z2iXKxVbdNuUPqDZblTUVUfuHoubiMQ/2YEKirX+OB78iVW4Lk7k3gepy7mieux7yXca70uZsua/fdo/uO8PIdrT+ncKsXmQzr4nIB77X/9d93cY6oG5+7C0Vfz/2D44BuTC7zSNn2Vutntr3nzm+9zEFdP9r5OGy2HPf+5qUe+jZXjgfK/4Vx7XzxbNm2/Prob3gMd+/VLv8ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbsRKAtZl0BXwed3U2syeksCZUH3cuf26n1o8GsFgs+vKv0SjBe6M9zVR/1JgAABAgTCApcgrzLfmIvDajYkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBD4LQTu8q5cv0XNKOS9CDS7s9jnx4/653grEIQ+7uJVAgQIEKgsUO7m6o6ulVElR4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEDhAY3Jl28W7oB2TPLgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEDglgQ+PDz9+PBwWgxAL9vcUr7lhQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgR2FvjPw+Nf0QB0Qeg7V47dESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA4NYEPnw6/ZMIQv9+a/mXHwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYSeDDw+lrIgD9578fTv/bKWt2Q4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIZgX9/evyc2T6z7f99evx/JaA8E4B+3vb5S2Y/tiVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBnQSuAsS/fXg4ffvPn6f/lv8fPj3/XYLUy/8Pfz7+EclSCTz/z8PjX9m7nw/zUdKI7Ms2BAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQILCnwOfHj8Pg73XPn36UwPV1nz39HPnctz0J7IsAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEggLdHc4fRgPBx4LDd3mt5CmYfZsRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwJ4CNxiE/rRn+e2LAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBIC//nz9N8PN3In9H8/nP6XyLpNCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBvgRsKQv+6d9ntjwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSSAuXu48feCf3px4eH5y/JbNucAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBI4QKAHgHx5O3z48nL7vHIz+vdyF/V+fHz8eUW77JECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEKAv/+9Pj5Pw+Pf5UA8Q8Pp6dLgHoJUv+57X+54/npW5fun49/VMiqJAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEDg5gU+P34sgerD/x8+Pf9dgsv7/+Xu6sP3b75MMkiAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAK/prLcAACAASURBVAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwP9vhw4EAAAAAAT5Ww9yIWTAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDw5fVSwAAIABJREFUBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgxnzmokAAABmElEQVQYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgIHBQBx6+XUMVt4uAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "8eas33fwWYSi"
   },
   "source": [
    "# AIWIN-互联网舆情企业风险事件的识别和预警\n",
    "\n",
    "赛题链接：http://ailab.aiwin.org.cn/competitions/48\n",
    "\n",
    "![image.png](attachment:ae5949cb-e8a0-4867-828e-6b5421cd6560.png)\n",
    "\n",
    "\n",
    "## 赛题数据\n",
    "\n",
    "http://ailab.aiwin.org.cn/competitions/48#learn_the_details-overview\n",
    "\n",
    "赛题面向报名的选手提供互联网新闻标题数据作为训练集，数据在「参赛提交」标签下「下载」栏目中获取：\n",
    "\n",
    "| 列名               | 数据类型       | 能否为空 |              | 备注                                                         |\n",
    "| ------------------ | -------------- | -------- | ------------ | ------------------------------------------------------------ |\n",
    "| NEWS_BASICINFO_SID | NUMBER(22)     | NOT NULL | 新闻ID       |                                                              |\n",
    "| NEWS_TITLE         | VARCHAR2(3000) |          | 新闻标题     |                                                              |\n",
    "| ABSTRACT           | VARCHAR2(4000) |          | 摘要         |                                                              |\n",
    "| CONTENT            | CLOB           |          | 正文         |                                                              |\n",
    "| AUTHOR             | VARCHAR2(1000) |          | 作者         |                                                              |\n",
    "| SRC_URL            | VARCHAR2(1000) |          | 下载源地址   |                                                              |\n",
    "| SOURCE_TYPE        | VARCHAR2(100)  |          | 文章类型     | 01-新闻；02-论坛；03-博客；04-微博；05-平媒；06-微信；07-视频；08-长微博；09-APP；10-评论；99-其他 |\n",
    "| PUBLISH_SITE       | VARCHAR2(100)  |          | 来源         |                                                              |\n",
    "| FIRST_WEB          | VARCHAR2(100)  |          | 首发网站名称 |                                                              |\n",
    "| CHANNEL            | VARCHAR2(100)  |          | 网站频道     |                                                              |\n",
    "| NOTICE_DT          | DATE           |          | 发布时间     |                                                              |\n",
    "| COMPANY_NM         | VARCHAR2(300)  |          | 企业名称     |                                                              |\n",
    "| LABEL              | VARCHAR2(60)   |          | 业务标签     | 主板/创业板/中小板/债券退市债务逾期实控人变更破产重整股票质押率过高被政府职能部门处罚被监管机构罚款或查处被采取监管措施重大诉讼仲裁信息披露违规等 |"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 赛题背景\n",
    "\n",
    "近些年来，资本市场违约事件频发，财务造假、董事长被抓、股权质押爆仓、城投非标违约等负面事件屡屡出现。而在大数据和人工智能技术加持下，各种新兴的金融风险控制手段也正在高速发展，其中通过采集互联网上的企业舆情信息来挖掘潜在风险事件是一种较为有效的方式。但这些风险信息散落在互联网上的海量资讯中，若能从中及时识别出涉及企业的风险事件，并挖掘出潜在的风险特征，将使得银行、证券等金融机构在风险监控领域中更及时、全面和直观地掌握客户风险情况，大幅提升识别和揭示风险的能力。而风险事件以文本的形式存在，需要采用人工智能方法进行自然语言理解，实现风险事件的高精度智能识别。\n",
    "\n",
    "![image.png](attachment:6b1a361b-3985-4ae2-9c2b-66f41e6cce70.png)\n",
    "\n",
    "## 赛题任务\n",
    "\n",
    "从给定的互联网信息中提取、识别出企业主体名称，以及标记风险标签。选手预测标签对应格式为（新闻ID，主体全称，对应风险标签）。\n",
    "\n",
    "- 每篇互联网信息可能会涉及零到多个主体（公司），每篇互联网信息中对每个主体只预测一个风险标签；\n",
    "\n",
    "- 赛事会提供一份主体（公司）的全称清单（其范围大于待预测名单），新闻中提及的主体可能为其简称或别名或主体相关的自然人（如其董事长、总经理等），选手提交答案时需要统一识别并将他们映射至主体全称输出在最终的结果文件中。主体全称的映射关系需选手自行处理。\n",
    "\n",
    "- 请注意在训练集中存在一类「无」标签，其指的是对应的新闻内容中不包含需识别的金融风险事件。对于测试集中此类情况，选手模型在输出时只需准确打上「无」的标签，对应主体留空即可。即输出的为：\"新闻 ID，，无\"。\n",
    "\n",
    "- 测试集（需选手利用模型进行预测）的数据中会包含一些噪音数据，比如在主体（公司）的全称清单之外的舆情等，选手同样需要对其预测，不计入自动评分。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 评价方式\n",
    "\n",
    "- 统一评审阶段\n",
    "\n",
    "将选手预测结果和答案进行对比计算出F1值，F1越大约好\n",
    "\n",
    "F1计算公式为：\n",
    "\n",
    "```\n",
    "P = 预测对的标签总数 / 预测出的标签数\n",
    "R = 预测对的标签总数 / 需要预测的总标签数\n",
    "F1 = 2 * P * R /(P+R)\n",
    "```\n",
    "\n",
    "- 代码验证阶段\n",
    "\n",
    "前 20 强所提交代码将基于扩展的训练集产出结果，并按结果分数排名。赛题专家小组将对前 20 强提交的代码予以检验，判定结果的真实性，并综合结果排名、代码质量、结果真实性等综合因素，最终确定邀请线下答辩的前 10 强队伍。\n",
    "\n",
    "- 线下答辩阶段\n",
    "\n",
    "需要选手进行现场答辩，总评分从模型效果、模型设计及答辩表现三方面评判。具体规则待通知。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2021-04-22T01:59:37.094608Z",
     "iopub.status.busy": "2021-04-22T01:59:37.094056Z",
     "iopub.status.idle": "2021-04-22T01:59:37.212902Z",
     "shell.execute_reply": "2021-04-22T01:59:37.211680Z",
     "shell.execute_reply.started": "2021-04-22T01:59:37.094556Z"
    },
    "id": "sU7CSqMIZJmO",
    "outputId": "06c5a649-e201-45b7-f274-36eb375be545",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总用量 14156\n",
      "-rw-rw-r-- 1 lyz lyz     6622 4月  22 09:57 AIWIN_互联网舆情企业风险事件的识别和预警.ipynb\n",
      "-rw-rw-r-- 1 lyz lyz 14482755 4月  22 09:58 RISKLABEL_Training.zip\n",
      "-rw-rw-r-- 1 lyz lyz     1122 4月  22 09:57 T1_ID.zip\n"
     ]
    }
   ],
   "source": [
    "!ls -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2021-04-22T01:59:40.782849Z",
     "iopub.status.busy": "2021-04-22T01:59:40.782320Z",
     "iopub.status.idle": "2021-04-22T01:59:40.906006Z",
     "shell.execute_reply": "2021-04-22T01:59:40.904609Z",
     "shell.execute_reply.started": "2021-04-22T01:59:40.782794Z"
    },
    "id": "dH0JdIEoZMjP",
    "outputId": "f3e55022-dcff-4552-cf50-cbea15da8629",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  T1_ID.zip\n",
      "  inflating: result.csv              \n",
      "  inflating: readme.txt              \n"
     ]
    }
   ],
   "source": [
    "!unzip T1_ID.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2021-04-22T01:59:45.599141Z",
     "iopub.status.busy": "2021-04-22T01:59:45.598603Z",
     "iopub.status.idle": "2021-04-22T01:59:45.783627Z",
     "shell.execute_reply": "2021-04-22T01:59:45.782654Z",
     "shell.execute_reply.started": "2021-04-22T01:59:45.599084Z"
    },
    "id": "shPl0-QAZjmH",
    "outputId": "f6b6f23e-9f7e-4314-8ef4-eaf16303a5cc",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  RISKLABEL_Training.zip\n",
      "  inflating: 1_元数据格式.docx  \n",
      "  inflating: 2_公司实体汇总_20210414_A1.xlsx  \n",
      "  inflating: 3_训练集汇总_20210414_A1.xlsx  \n"
     ]
    }
   ],
   "source": [
    "!unzip RISKLABEL_Training.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xicZSw7CZo7U"
   },
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:09.228492Z",
     "iopub.status.busy": "2021-04-22T06:25:09.227907Z",
     "iopub.status.idle": "2021-04-22T06:25:09.240190Z",
     "shell.execute_reply": "2021-04-22T06:25:09.239351Z",
     "shell.execute_reply.started": "2021-04-22T06:25:09.228443Z"
    },
    "id": "OUMZfdK2ShBP",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import jieba\n",
    "import numpy as np\n",
    "\n",
    "%pylab inline\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:09.481998Z",
     "iopub.status.busy": "2021-04-22T06:25:09.481476Z",
     "iopub.status.idle": "2021-04-22T06:25:09.947237Z",
     "shell.execute_reply": "2021-04-22T06:25:09.946685Z",
     "shell.execute_reply.started": "2021-04-22T06:25:09.481951Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "company_name = pd.read_excel('2_公司实体汇总_20210414_A1.xlsx', names=['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:09.948530Z",
     "iopub.status.busy": "2021-04-22T06:25:09.948191Z",
     "iopub.status.idle": "2021-04-22T06:25:09.954148Z",
     "shell.execute_reply": "2021-04-22T06:25:09.953555Z",
     "shell.execute_reply.started": "2021-04-22T06:25:09.948503Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>武汉卡伊娜化妆品有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京泰禾锦绣置业有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>长城新盛信托有限责任公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>招商银行股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>中国长城资产管理股份有限公司</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             name\n",
       "0    武汉卡伊娜化妆品有限公司\n",
       "1    北京泰禾锦绣置业有限公司\n",
       "2    长城新盛信托有限责任公司\n",
       "3      招商银行股份有限公司\n",
       "4  中国长城资产管理股份有限公司"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_name.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:09.987525Z",
     "iopub.status.busy": "2021-04-22T06:25:09.987248Z",
     "iopub.status.idle": "2021-04-22T06:25:11.808615Z",
     "shell.execute_reply": "2021-04-22T06:25:11.808015Z",
     "shell.execute_reply.started": "2021-04-22T06:25:09.987500Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_data = pd.read_excel('3_训练集汇总_20210414_A1.xlsx')\n",
    "train_data.drop(0, inplace=True, axis=0)\n",
    "# train_data = train_data[['NEWS_TITLE', 'COMPANY_NM', 'LABEL']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:11.809950Z",
     "iopub.status.busy": "2021-04-22T06:25:11.809601Z",
     "iopub.status.idle": "2021-04-22T06:25:11.821597Z",
     "shell.execute_reply": "2021-04-22T06:25:11.820996Z",
     "shell.execute_reply.started": "2021-04-22T06:25:11.809922Z"
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    {
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       "      <th></th>\n",
       "      <th>NEWS_BASICINFO_SID</th>\n",
       "      <th>NEWS_TITLE</th>\n",
       "      <th>ABSTRACT</th>\n",
       "      <th>CONTENT</th>\n",
       "      <th>AUTHOR</th>\n",
       "      <th>SRC_URL</th>\n",
       "      <th>SOURCE_TYPE</th>\n",
       "      <th>PUBLISH_SITE</th>\n",
       "      <th>FIRST_WEB</th>\n",
       "      <th>CHANNEL</th>\n",
       "      <th>NOTICE_DT</th>\n",
       "      <th>COMPANY_NM</th>\n",
       "      <th>LABEL</th>\n",
       "      <th>Unnamed: 13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>70000001</td>\n",
       "      <td>联化科技（德州）有限公司发生爆炸 两人死亡</td>\n",
       "      <td>/</td>\n",
       "      <td>联化科技（德州）有限公司发生爆炸 两人死亡</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>联化科技（德州）有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70000002</td>\n",
       "      <td>2005.02.06青岛啤酒股份有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>2005.02.06青岛啤酒股份有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>青岛啤酒股份有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70000003</td>\n",
       "      <td>2004.02.14河南链鑫科技有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>2004.02.14河南链鑫科技有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>河南链鑫科技有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70000004</td>\n",
       "      <td>黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>70000005</td>\n",
       "      <td>连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  NEWS_BASICINFO_SID                         NEWS_TITLE ABSTRACT  \\\n",
       "1           70000001              联化科技（德州）有限公司发生爆炸 两人死亡        /   \n",
       "2           70000002             2005.02.06青岛啤酒股份有限公司火灾        /   \n",
       "3           70000003             2004.02.14河南链鑫科技有限公司火灾        /   \n",
       "4           70000004   黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪        /   \n",
       "5           70000005  连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体        /   \n",
       "\n",
       "                             CONTENT AUTHOR SRC_URL SOURCE_TYPE PUBLISH_SITE  \\\n",
       "1              联化科技（德州）有限公司发生爆炸 两人死亡      /       /           /            /   \n",
       "2             2005.02.06青岛啤酒股份有限公司火灾      /       /           /            /   \n",
       "3             2004.02.14河南链鑫科技有限公司火灾      /       /           /            /   \n",
       "4   黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪      /       /           /            /   \n",
       "5  连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体      /       /           /            /   \n",
       "\n",
       "  FIRST_WEB CHANNEL NOTICE_DT     COMPANY_NM LABEL Unnamed: 13  \n",
       "1         /       /         /   联化科技（德州）有限公司  安全事故         NaN  \n",
       "2         /       /         /     青岛啤酒股份有限公司  安全事故         NaN  \n",
       "3         /       /         /     河南链鑫科技有限公司  安全事故         NaN  \n",
       "4         /       /         /  连云港振兴实业集团有限公司  安全事故         NaN  \n",
       "5         /       /         /  连云港振兴实业集团有限公司  安全事故         NaN  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:11.822747Z",
     "iopub.status.busy": "2021-04-22T06:25:11.822499Z",
     "iopub.status.idle": "2021-04-22T06:25:11.893893Z",
     "shell.execute_reply": "2021-04-22T06:25:11.893410Z",
     "shell.execute_reply.started": "2021-04-22T06:25:11.822724Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.256668936064864"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_name['name'].apply(len).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:11.895327Z",
     "iopub.status.busy": "2021-04-22T06:25:11.895070Z",
     "iopub.status.idle": "2021-04-22T06:25:11.964672Z",
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     "shell.execute_reply.started": "2021-04-22T06:25:11.895303Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_name['name'].apply(len).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:11.965458Z",
     "iopub.status.busy": "2021-04-22T06:25:11.965245Z",
     "iopub.status.idle": "2021-04-22T06:25:12.035610Z",
     "shell.execute_reply": "2021-04-22T06:25:12.034877Z",
     "shell.execute_reply.started": "2021-04-22T06:25:11.965442Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "      <th>25</th>\n",
       "      <td>银亿集团有限公司</td>\n",
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       "      <th>33</th>\n",
       "      <td>中路股份有限公司</td>\n",
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       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>紫光集团有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>富贵鸟股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>中科建设开发总公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16138</th>\n",
       "      <td>中石化销售有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16139</th>\n",
       "      <td>中石油天然气集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16140</th>\n",
       "      <td>中铁建大桥局集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16150</th>\n",
       "      <td>冀中能源张矿集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16153</th>\n",
       "      <td>山东寿光建设集团</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name\n",
       "25      银亿集团有限公司\n",
       "33      中路股份有限公司\n",
       "63      紫光集团有限公司\n",
       "82     富贵鸟股份有限公司\n",
       "94     中科建设开发总公司\n",
       "...          ...\n",
       "16138  中石化销售有限公司\n",
       "16139   中石油天然气集团\n",
       "16140   中铁建大桥局集团\n",
       "16150   冀中能源张矿集团\n",
       "16153   山东寿光建设集团\n",
       "\n",
       "[494 rows x 1 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 较短的公司\n",
    "company_name[company_name['name'].apply(len) < 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:25:12.036763Z",
     "iopub.status.busy": "2021-04-22T06:25:12.036353Z",
     "iopub.status.idle": "2021-04-22T06:25:12.108259Z",
     "shell.execute_reply": "2021-04-22T06:25:12.107562Z",
     "shell.execute_reply.started": "2021-04-22T06:25:12.036734Z"
    },
    "tags": []
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>中国人民财产保险股份有限公司涟水支公司高沟营销服务部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>中国太平洋财产保险股份有限公司莱芜中心支公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>拉萨经济技术开发区泰通投资合伙企业（有限合伙）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>中国平安财产保险股份有限公司济南第二中心支公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>中华联合财产保险股份有限公司濮阳中心支公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15908</th>\n",
       "      <td>中国人寿财产保险股份有限公司烟台市中心支公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15912</th>\n",
       "      <td>中国人民财产保险股份有限公司莆田市分公司湄洲湾北岸经济开发区营销服务部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15920</th>\n",
       "      <td>湖南娄底农村商业银行股份有限公司湘中路支行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15922</th>\n",
       "      <td>光大证券股份有限公司乌鲁木齐民主路证券营业部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15935</th>\n",
       "      <td>南京金维格服装产业投资合伙企业（有限合伙）</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>172 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      name\n",
       "118             中国人民财产保险股份有限公司涟水支公司高沟营销服务部\n",
       "996                 中国太平洋财产保险股份有限公司莱芜中心支公司\n",
       "1058               拉萨经济技术开发区泰通投资合伙企业（有限合伙）\n",
       "1455               中国平安财产保险股份有限公司济南第二中心支公司\n",
       "1546                 中华联合财产保险股份有限公司濮阳中心支公司\n",
       "...                                    ...\n",
       "15908               中国人寿财产保险股份有限公司烟台市中心支公司\n",
       "15912  中国人民财产保险股份有限公司莆田市分公司湄洲湾北岸经济开发区营销服务部\n",
       "15920                湖南娄底农村商业银行股份有限公司湘中路支行\n",
       "15922               光大证券股份有限公司乌鲁木齐民主路证券营业部\n",
       "15935                南京金维格服装产业投资合伙企业（有限合伙）\n",
       "\n",
       "[172 rows x 1 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 较长的公司\n",
    "company_name[company_name['name'].apply(len) > 20]"
   ]
  },
  {
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     "shell.execute_reply.started": "2021-04-22T06:25:36.817321Z"
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       "      <th>9314</th>\n",
       "      <td>79016133</td>\n",
       "      <td>A股异动 | 浙大网新(600797.SH)跌逾6% 收到浙江证监局行政监管措施决定书</td>\n",
       "      <td>NaN</td>\n",
       "      <td>格隆汇12月24日丨浙大网新(600797.SH)盘中曾跌超7%，最低见6.95元创2019...</td>\n",
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       "      <td>https://www.gelonghui.com/news/459728</td>\n",
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       "      <td>格隆汇</td>\n",
       "      <td>2020-12-24 13:35:51</td>\n",
       "      <td>浙大网新科技股份有限公司</td>\n",
       "      <td>被采取监管措施</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>6068</th>\n",
       "      <td>69515215</td>\n",
       "      <td>股权转让+表决权委托 兴民智通控制权生变</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>夏子航</td>\n",
       "      <td>http://ggjd.cnstock.com/company/scp_ggjd/tjd_g...</td>\n",
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       "      <td>中国证券报</td>\n",
       "      <td>上海证券报</td>\n",
       "      <td>公告快讯</td>\n",
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       "      <td>山东黄金集团董事长陈玉民：继续将优质资源注入上市公司</td>\n",
       "      <td>/</td>\n",
       "      <td>山东黄金集团董事长陈玉民：继续将优质资源注入上市公司</td>\n",
       "      <td>/</td>\n",
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       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8000</th>\n",
       "      <td>79363937</td>\n",
       "      <td>四川省泸州市安全生产专项执法行动：发现隐患3488项 罚款637万元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;div class=\"wb_txt\" id=\"p_content1\"&gt;\\n&lt;div cla...</td>\n",
       "      <td>朱虹</td>\n",
       "      <td>http://m.people.cn/n4/2021/0108/c3770-14675182...</td>\n",
       "      <td>01</td>\n",
       "      <td>手机人民网</td>\n",
       "      <td>手机人民网</td>\n",
       "      <td>政商动态</td>\n",
       "      <td>2021-01-07 17:35:00</td>\n",
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       "      <td>被政府职能部门处罚</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2856</th>\n",
       "      <td>70202208</td>\n",
       "      <td>大唐集团企业开放日启动“零距离”感受现代商贸物流企业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大唐集团企业开放日启动“零距离”感受现代商贸物流企业</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "     NEWS_BASICINFO_SID                                   NEWS_TITLE ABSTRACT  \\\n",
       "9314           79016133  A股异动 | 浙大网新(600797.SH)跌逾6% 收到浙江证监局行政监管措施决定书      NaN   \n",
       "6068           69515215                         股权转让+表决权委托 兴民智通控制权生变      NaN   \n",
       "2429           70201780                   山东黄金集团董事长陈玉民：继续将优质资源注入上市公司        /   \n",
       "8000           79363937           四川省泸州市安全生产专项执法行动：发现隐患3488项 罚款637万元      NaN   \n",
       "2856           70202208                   大唐集团企业开放日启动“零距离”感受现代商贸物流企业      NaN   \n",
       "\n",
       "                                                CONTENT AUTHOR  \\\n",
       "9314  格隆汇12月24日丨浙大网新(600797.SH)盘中曾跌超7%，最低见6.95元创2019...    格隆汇   \n",
       "6068  <div class=\"content\" id=\"qmt_content_div\">\\n  ...    夏子航   \n",
       "2429                         山东黄金集团董事长陈玉民：继续将优质资源注入上市公司      /   \n",
       "8000  <div class=\"wb_txt\" id=\"p_content1\">\\n<div cla...     朱虹   \n",
       "2856                         大唐集团企业开放日启动“零距离”感受现代商贸物流企业      /   \n",
       "\n",
       "                                                SRC_URL SOURCE_TYPE  \\\n",
       "9314              https://www.gelonghui.com/news/459728          01   \n",
       "6068  http://ggjd.cnstock.com/company/scp_ggjd/tjd_g...          01   \n",
       "2429                                                  /           /   \n",
       "8000  http://m.people.cn/n4/2021/0108/c3770-14675182...          01   \n",
       "2856                                                  /         NaN   \n",
       "\n",
       "     PUBLISH_SITE FIRST_WEB CHANNEL            NOTICE_DT      COMPANY_NM  \\\n",
       "9314          格隆汇       格隆汇     格隆汇  2020-12-24 13:35:51    浙大网新科技股份有限公司   \n",
       "6068        中国证券报     上海证券报    公告快讯  2020-06-02 12:10:26  兴民智通（集团）股份有限公司   \n",
       "2429            /         /       /                    /               /   \n",
       "8000        手机人民网     手机人民网    政商动态  2021-01-07 17:35:00      泸州益鑫钢铁有限公司   \n",
       "2856            /         /       /                    /               /   \n",
       "\n",
       "          LABEL Unnamed: 13  \n",
       "9314    被采取监管措施         NaN  \n",
       "6068      实控人变更         NaN  \n",
       "2429          无         NaN  \n",
       "8000  被政府职能部门处罚         NaN  \n",
       "2856          无         NaN  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.sample(5)"
   ]
  },
  {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>70000001</td>\n",
       "      <td>联化科技（德州）有限公司发生爆炸 两人死亡</td>\n",
       "      <td>/</td>\n",
       "      <td>联化科技（德州）有限公司发生爆炸 两人死亡</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>联化科技（德州）有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70000002</td>\n",
       "      <td>2005.02.06青岛啤酒股份有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>2005.02.06青岛啤酒股份有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>青岛啤酒股份有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70000003</td>\n",
       "      <td>2004.02.14河南链鑫科技有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>2004.02.14河南链鑫科技有限公司火灾</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>河南链鑫科技有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70000004</td>\n",
       "      <td>黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>70000005</td>\n",
       "      <td>连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>70000006</td>\n",
       "      <td>连云港振兴实业集团有限公司一煤矿发生火灾事故21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司一煤矿发生火灾事故21人遇难1人失踪</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>连云港振兴实业集团有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>70000007</td>\n",
       "      <td>四川金路集团股份有限公司关于子公司发生氯乙烯中毒事故的公告</td>\n",
       "      <td>/</td>\n",
       "      <td>四川金路集团股份有限公司关于子公司发生氯乙烯中毒事故的公告</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>四川金路集团股份有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70000008</td>\n",
       "      <td>加加食品集团股份有限公司东方光伏电站12MWp工程火灾报警系统二次...</td>\n",
       "      <td>/</td>\n",
       "      <td>加加食品集团股份有限公司东方光伏电站12MWp工程火灾报警系统二次...</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>加加食品集团股份有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>70000009</td>\n",
       "      <td>北京古船福兴食品有限公司坍塌事故调查报告出炉</td>\n",
       "      <td>/</td>\n",
       "      <td>北京古船福兴食品有限公司坍塌事故调查报告出炉</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>北京古船福兴食品有限公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>70000010</td>\n",
       "      <td>通化矿业（集团）有限责任公司松树煤矿发生煤与瓦斯突出事故</td>\n",
       "      <td>/</td>\n",
       "      <td>通化矿业（集团）有限责任公司松树煤矿发生煤与瓦斯突出事故</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>/</td>\n",
       "      <td>通化矿业（集团）有限责任公司</td>\n",
       "      <td>安全事故</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NEWS_BASICINFO_SID                            NEWS_TITLE ABSTRACT  \\\n",
       "1            70000001                 联化科技（德州）有限公司发生爆炸 两人死亡        /   \n",
       "2            70000002                2005.02.06青岛啤酒股份有限公司火灾        /   \n",
       "3            70000003                2004.02.14河南链鑫科技有限公司火灾        /   \n",
       "4            70000004      黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪        /   \n",
       "5            70000005     连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体        /   \n",
       "6            70000006       连云港振兴实业集团有限公司一煤矿发生火灾事故21人遇难1人失踪        /   \n",
       "7            70000007         四川金路集团股份有限公司关于子公司发生氯乙烯中毒事故的公告        /   \n",
       "8            70000008  加加食品集团股份有限公司东方光伏电站12MWp工程火灾报警系统二次...        /   \n",
       "9            70000009                北京古船福兴食品有限公司坍塌事故调查报告出炉        /   \n",
       "10           70000010          通化矿业（集团）有限责任公司松树煤矿发生煤与瓦斯突出事故        /   \n",
       "\n",
       "                                 CONTENT AUTHOR SRC_URL SOURCE_TYPE  \\\n",
       "1                  联化科技（德州）有限公司发生爆炸 两人死亡      /       /           /   \n",
       "2                 2005.02.06青岛啤酒股份有限公司火灾      /       /           /   \n",
       "3                 2004.02.14河南链鑫科技有限公司火灾      /       /           /   \n",
       "4       黑龙江：连云港振兴实业集团有限公司一煤矿火灾 21人遇难1人失踪      /       /           /   \n",
       "5      连云港振兴实业集团有限公司杏花煤矿发生火灾 已发现21名遇难者遗体      /       /           /   \n",
       "6        连云港振兴实业集团有限公司一煤矿发生火灾事故21人遇难1人失踪      /       /           /   \n",
       "7          四川金路集团股份有限公司关于子公司发生氯乙烯中毒事故的公告      /       /           /   \n",
       "8   加加食品集团股份有限公司东方光伏电站12MWp工程火灾报警系统二次...      /       /           /   \n",
       "9                 北京古船福兴食品有限公司坍塌事故调查报告出炉      /       /           /   \n",
       "10          通化矿业（集团）有限责任公司松树煤矿发生煤与瓦斯突出事故      /       /           /   \n",
       "\n",
       "   PUBLISH_SITE FIRST_WEB CHANNEL NOTICE_DT      COMPANY_NM LABEL Unnamed: 13  \n",
       "1             /         /       /         /    联化科技（德州）有限公司  安全事故         NaN  \n",
       "2             /         /       /         /      青岛啤酒股份有限公司  安全事故         NaN  \n",
       "3             /         /       /         /      河南链鑫科技有限公司  安全事故         NaN  \n",
       "4             /         /       /         /   连云港振兴实业集团有限公司  安全事故         NaN  \n",
       "5             /         /       /         /   连云港振兴实业集团有限公司  安全事故         NaN  \n",
       "6             /         /       /         /   连云港振兴实业集团有限公司  安全事故         NaN  \n",
       "7             /         /       /         /    四川金路集团股份有限公司  安全事故         NaN  \n",
       "8             /         /       /         /    加加食品集团股份有限公司  安全事故         NaN  \n",
       "9             /         /       /         /    北京古船福兴食品有限公司  安全事故         NaN  \n",
       "10            /         /       /         /  通化矿业（集团）有限责任公司  安全事故         NaN  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.146067Z",
     "iopub.status.busy": "2021-04-22T06:16:53.145876Z",
     "iopub.status.idle": "2021-04-22T06:16:53.224920Z",
     "shell.execute_reply": "2021-04-22T06:16:53.224407Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.146051Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NEWS_TITLE 0.0\n",
      "ABSTRACT 0.9988874625588361\n",
      "CONTENT 0.0\n",
      "AUTHOR 0.3464270432178006\n",
      "SRC_URL 0.315875053487377\n",
      "SOURCE_TYPE 0.315875053487377\n",
      "PUBLISH_SITE 0.315875053487377\n",
      "FIRST_WEB 0.41780059905862216\n",
      "CHANNEL 0.4154899443731279\n",
      "NOTICE_DT 0.315875053487377\n"
     ]
    }
   ],
   "source": [
    "# 缺失值统计\n",
    "for col in train_data.columns[1:-3]:\n",
    "    print(col, np.mean(train_data[col].fillna('/') == '/'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.225731Z",
     "iopub.status.busy": "2021-04-22T06:16:53.225532Z",
     "iopub.status.idle": "2021-04-22T06:16:53.274062Z",
     "shell.execute_reply": "2021-04-22T06:16:53.273610Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.225713Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "每日经济新闻    341\n",
       "申万宏源证券    323\n",
       "格隆汇       304\n",
       "新浪财经      238\n",
       "中国经济网     183\n",
       "         ... \n",
       "中国财富网       1\n",
       "厉健          1\n",
       "镜像娱乐        1\n",
       "王亚冉         1\n",
       "绵阳日报        1\n",
       "Name: AUTHOR, Length: 1480, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data[train_data['AUTHOR'].fillna('/') != '/']['AUTHOR'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.357804Z",
     "iopub.status.busy": "2021-04-22T06:16:53.357330Z",
     "iopub.status.idle": "2021-04-22T06:16:53.371936Z",
     "shell.execute_reply": "2021-04-22T06:16:53.371374Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.357761Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "01    6548\n",
       "06    1039\n",
       "05     217\n",
       "09     114\n",
       "02      76\n",
       "Name: SOURCE_TYPE, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data[train_data['SOURCE_TYPE'].fillna('/') != '/']['SOURCE_TYPE'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.705530Z",
     "iopub.status.busy": "2021-04-22T06:16:53.704987Z",
     "iopub.status.idle": "2021-04-22T06:16:53.737536Z",
     "shell.execute_reply": "2021-04-22T06:16:53.736971Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.705482Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def replace_postfix(s):\n",
    "    for x in '有限责任公司 股份有限公司 控股股份公司 总公司 有限公司 投资合伙企业 子公司 公司 集团'.split(' '):\n",
    "        if s[-len(x):] == x:    \n",
    "            return s[:-len(x)], x\n",
    "        \n",
    "    return s, None\n",
    "\n",
    "company_name['name2'] = company_name['name'].apply(replace_postfix)\n",
    "company_name['name_short'] = company_name['name2'].apply(lambda x: x[0])\n",
    "company_name['name_postfix'] = company_name['name2'].apply(lambda x: x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.880162Z",
     "iopub.status.busy": "2021-04-22T06:16:53.879629Z",
     "iopub.status.idle": "2021-04-22T06:16:53.891790Z",
     "shell.execute_reply": "2021-04-22T06:16:53.891278Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.880114Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>name2</th>\n",
       "      <th>name_short</th>\n",
       "      <th>name_postfix</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>武汉卡伊娜化妆品有限公司</td>\n",
       "      <td>(武汉卡伊娜化妆品, 有限公司)</td>\n",
       "      <td>武汉卡伊娜化妆品</td>\n",
       "      <td>有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京泰禾锦绣置业有限公司</td>\n",
       "      <td>(北京泰禾锦绣置业, 有限公司)</td>\n",
       "      <td>北京泰禾锦绣置业</td>\n",
       "      <td>有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>长城新盛信托有限责任公司</td>\n",
       "      <td>(长城新盛信托, 有限责任公司)</td>\n",
       "      <td>长城新盛信托</td>\n",
       "      <td>有限责任公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>招商银行股份有限公司</td>\n",
       "      <td>(招商银行, 股份有限公司)</td>\n",
       "      <td>招商银行</td>\n",
       "      <td>股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>中国长城资产管理股份有限公司</td>\n",
       "      <td>(中国长城资产管理, 股份有限公司)</td>\n",
       "      <td>中国长城资产管理</td>\n",
       "      <td>股份有限公司</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             name               name2 name_short name_postfix\n",
       "0    武汉卡伊娜化妆品有限公司    (武汉卡伊娜化妆品, 有限公司)   武汉卡伊娜化妆品         有限公司\n",
       "1    北京泰禾锦绣置业有限公司    (北京泰禾锦绣置业, 有限公司)   北京泰禾锦绣置业         有限公司\n",
       "2    长城新盛信托有限责任公司    (长城新盛信托, 有限责任公司)     长城新盛信托       有限责任公司\n",
       "3      招商银行股份有限公司      (招商银行, 股份有限公司)       招商银行       股份有限公司\n",
       "4  中国长城资产管理股份有限公司  (中国长城资产管理, 股份有限公司)   中国长城资产管理       股份有限公司"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_name.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:53.956198Z",
     "iopub.status.busy": "2021-04-22T06:16:53.955680Z",
     "iopub.status.idle": "2021-04-22T06:16:53.972664Z",
     "shell.execute_reply": "2021-04-22T06:16:53.972138Z",
     "shell.execute_reply.started": "2021-04-22T06:16:53.956153Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>name2</th>\n",
       "      <th>name_short</th>\n",
       "      <th>name_postfix</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>瑞华会计师事务所（特殊普通合伙）</td>\n",
       "      <td>(瑞华会计师事务所（特殊普通合伙）, None)</td>\n",
       "      <td>瑞华会计师事务所（特殊普通合伙）</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>中国人民财产保险股份有限公司涟水支公司高沟营销服务部</td>\n",
       "      <td>(中国人民财产保险股份有限公司涟水支公司高沟营销服务部, None)</td>\n",
       "      <td>中国人民财产保险股份有限公司涟水支公司高沟营销服务部</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>中国工商银行股份有限公司克拉玛依石油分行</td>\n",
       "      <td>(中国工商银行股份有限公司克拉玛依石油分行, None)</td>\n",
       "      <td>中国工商银行股份有限公司克拉玛依石油分行</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>中国工商银行股份有限公司襄阳分行</td>\n",
       "      <td>(中国工商银行股份有限公司襄阳分行, None)</td>\n",
       "      <td>中国工商银行股份有限公司襄阳分行</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>内黄县农村信用合作联社</td>\n",
       "      <td>(内黄县农村信用合作联社, None)</td>\n",
       "      <td>内黄县农村信用合作联社</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15923</th>\n",
       "      <td>东莞银行股份有限公司合肥分行</td>\n",
       "      <td>(东莞银行股份有限公司合肥分行, None)</td>\n",
       "      <td>东莞银行股份有限公司合肥分行</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15924</th>\n",
       "      <td>东吴期货有限公司泉州营业部</td>\n",
       "      <td>(东吴期货有限公司泉州营业部, None)</td>\n",
       "      <td>东吴期货有限公司泉州营业部</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15926</th>\n",
       "      <td>大信会计师事务所（特殊普通合伙）</td>\n",
       "      <td>(大信会计师事务所（特殊普通合伙）, None)</td>\n",
       "      <td>大信会计师事务所（特殊普通合伙）</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15934</th>\n",
       "      <td>衡水银行股份有限公司站前支行</td>\n",
       "      <td>(衡水银行股份有限公司站前支行, None)</td>\n",
       "      <td>衡水银行股份有限公司站前支行</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15935</th>\n",
       "      <td>南京金维格服装产业投资合伙企业（有限合伙）</td>\n",
       "      <td>(南京金维格服装产业投资合伙企业（有限合伙）, None)</td>\n",
       "      <td>南京金维格服装产业投资合伙企业（有限合伙）</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>464 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             name                               name2  \\\n",
       "87               瑞华会计师事务所（特殊普通合伙）            (瑞华会计师事务所（特殊普通合伙）, None)   \n",
       "118    中国人民财产保险股份有限公司涟水支公司高沟营销服务部  (中国人民财产保险股份有限公司涟水支公司高沟营销服务部, None)   \n",
       "138          中国工商银行股份有限公司克拉玛依石油分行        (中国工商银行股份有限公司克拉玛依石油分行, None)   \n",
       "139              中国工商银行股份有限公司襄阳分行            (中国工商银行股份有限公司襄阳分行, None)   \n",
       "216                   内黄县农村信用合作联社                 (内黄县农村信用合作联社, None)   \n",
       "...                           ...                                 ...   \n",
       "15923              东莞银行股份有限公司合肥分行              (东莞银行股份有限公司合肥分行, None)   \n",
       "15924               东吴期货有限公司泉州营业部               (东吴期货有限公司泉州营业部, None)   \n",
       "15926            大信会计师事务所（特殊普通合伙）            (大信会计师事务所（特殊普通合伙）, None)   \n",
       "15934              衡水银行股份有限公司站前支行              (衡水银行股份有限公司站前支行, None)   \n",
       "15935       南京金维格服装产业投资合伙企业（有限合伙）       (南京金维格服装产业投资合伙企业（有限合伙）, None)   \n",
       "\n",
       "                       name_short name_postfix  \n",
       "87               瑞华会计师事务所（特殊普通合伙）         None  \n",
       "118    中国人民财产保险股份有限公司涟水支公司高沟营销服务部         None  \n",
       "138          中国工商银行股份有限公司克拉玛依石油分行         None  \n",
       "139              中国工商银行股份有限公司襄阳分行         None  \n",
       "216                   内黄县农村信用合作联社         None  \n",
       "...                           ...          ...  \n",
       "15923              东莞银行股份有限公司合肥分行         None  \n",
       "15924               东吴期货有限公司泉州营业部         None  \n",
       "15926            大信会计师事务所（特殊普通合伙）         None  \n",
       "15934              衡水银行股份有限公司站前支行         None  \n",
       "15935       南京金维格服装产业投资合伙企业（有限合伙）         None  \n",
       "\n",
       "[464 rows x 4 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_name[company_name['name_postfix'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:54.168951Z",
     "iopub.status.busy": "2021-04-22T06:16:54.168420Z",
     "iopub.status.idle": "2021-04-22T06:16:54.175644Z",
     "shell.execute_reply": "2021-04-22T06:16:54.174871Z",
     "shell.execute_reply.started": "2021-04-22T06:16:54.168904Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_data = train_data[['NEWS_TITLE', 'CONTENT','COMPANY_NM', 'LABEL']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建模型：风险标签识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:54.569058Z",
     "iopub.status.busy": "2021-04-22T06:16:54.568542Z",
     "iopub.status.idle": "2021-04-22T06:16:54.614417Z",
     "shell.execute_reply": "2021-04-22T06:16:54.613729Z",
     "shell.execute_reply.started": "2021-04-22T06:16:54.569012Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "train_data = train_data.sample(frac = 1.0)\n",
    "\n",
    "lbl = LabelEncoder().fit(train_data['LABEL'])\n",
    "train_data['LABEL'] = lbl.transform(train_data['LABEL'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:54.883427Z",
     "iopub.status.busy": "2021-04-22T06:16:54.882872Z",
     "iopub.status.idle": "2021-04-22T06:16:56.244715Z",
     "shell.execute_reply": "2021-04-22T06:16:56.243799Z",
     "shell.execute_reply.started": "2021-04-22T06:16:54.883380Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /tmp/jieba.cache\n",
      "Loading model cost 0.453 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "\n",
    "def strcut(s):\n",
    "    seg_list = jieba.cut(s)\n",
    "    return ' '.join(list(seg_list))\n",
    "\n",
    "train_title = train_data['NEWS_TITLE'].apply(strcut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:56.245999Z",
     "iopub.status.busy": "2021-04-22T06:16:56.245610Z",
     "iopub.status.idle": "2021-04-22T06:16:56.251299Z",
     "shell.execute_reply": "2021-04-22T06:16:56.250758Z",
     "shell.execute_reply.started": "2021-04-22T06:16:56.245971Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9741                        江苏 8 家 银行 因 贷款 管理 问题 遭银 保监局 重罚\n",
       "1319                                中环 股份 ： 2020 年 年度报告 摘要\n",
       "3478     沈阳 飞机 工业 （ 集团 ） 有限公司 ： 持续 推动 管理 创新 改革   推进 AOS 管理\n",
       "11134    互金 情报局   |   央行 旗下 成方 金融 科技 正式 成立 ； 小 i 机器人 对 ...\n",
       "7065                            北京 科锐 ： 控股 股东 质押 约 1.10 亿股\n",
       "                               ...                        \n",
       "1121                       中山 达华 智能 科技股份 有限公司 2015 年度报告 摘要\n",
       "4061     康得 新 百亿 造假 案 坐实 ， 或 被 强制 退市 ！ 四大 申诉 全遭 证监会 驳回 ...\n",
       "2880                江西省 高速 集团 宜春 管理中心 新余 收费 所 开展 公众 开放日 活动\n",
       "4800     宁夏 远高 集团 1 亿元 债券 违约   主 承销商 称难 与 实控人 高红明 取得联系 ...\n",
       "7958     新 荣昌 ( 870984 ) 关于 公司 收到 肇庆市 生态环境 局 行政处罚 决定书 的 公告\n",
       "Name: NEWS_TITLE, Length: 11685, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TFIDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:23:28.329634Z",
     "iopub.status.busy": "2021-04-22T06:23:28.329073Z",
     "iopub.status.idle": "2021-04-22T06:23:28.452160Z",
     "shell.execute_reply": "2021-04-22T06:23:28.451635Z",
     "shell.execute_reply.started": "2021-04-22T06:23:28.329585Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "tfidf = TfidfVectorizer(ngram_range=(1,1))\n",
    "train_title_ttidf = tfidf.fit_transform(train_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:23:29.021514Z",
     "iopub.status.busy": "2021-04-22T06:23:29.020979Z",
     "iopub.status.idle": "2021-04-22T06:23:29.026989Z",
     "shell.execute_reply": "2021-04-22T06:23:29.025773Z",
     "shell.execute_reply.started": "2021-04-22T06:23:29.021466Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.linear_model import RidgeClassifier\n",
    "\n",
    "clf = RidgeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:23:29.738621Z",
     "iopub.status.busy": "2021-04-22T06:23:29.738075Z",
     "iopub.status.idle": "2021-04-22T06:23:29.754012Z",
     "shell.execute_reply": "2021-04-22T06:23:29.753254Z",
     "shell.execute_reply.started": "2021-04-22T06:23:29.738573Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "tr_x, val_x, tr_tfidf, val_tfidf, tr_y, val_y = train_test_split(\n",
    "    train_data['NEWS_TITLE'], train_title_ttidf, train_data['LABEL'],\n",
    "    stratify = train_data['LABEL'],\n",
    "    test_size=0.2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:23:30.454648Z",
     "iopub.status.busy": "2021-04-22T06:23:30.454076Z",
     "iopub.status.idle": "2021-04-22T06:23:30.796164Z",
     "shell.execute_reply": "2021-04-22T06:23:30.795506Z",
     "shell.execute_reply.started": "2021-04-22T06:23:30.454599Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8759092854086435"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(tr_tfidf, tr_y)\n",
    "clf.score(val_tfidf, val_y)"
   ]
  },
  {
   "attachments": {
    "25be1d21-55d8-4cb3-8316-13f74e5b5dbd.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bert分类\n",
    "\n",
    "![image.png](attachment:25be1d21-55d8-4cb3-8316-13f74e5b5dbd.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:16:59.595568Z",
     "iopub.status.busy": "2021-04-22T06:16:59.595022Z",
     "iopub.status.idle": "2021-04-22T06:17:03.916666Z",
     "shell.execute_reply": "2021-04-22T06:17:03.915590Z",
     "shell.execute_reply.started": "2021-04-22T06:16:59.595520Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from transformers import BertTokenizer\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "train_encoding = tokenizer(list(tr_x), truncation=True, padding=True, max_length=128)\n",
    "val_encoding = tokenizer(list(val_x), truncation=True, padding=True, max_length=128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:05.014945Z",
     "iopub.status.busy": "2021-04-22T06:17:05.014386Z",
     "iopub.status.idle": "2021-04-22T06:17:05.027156Z",
     "shell.execute_reply": "2021-04-22T06:17:05.025929Z",
     "shell.execute_reply.started": "2021-04-22T06:17:05.014893Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset, DataLoader, TensorDataset\n",
    "\n",
    "class TextDataset(Dataset):\n",
    "    def __init__(self, encodings, labels):\n",
    "        self.encodings = encodings\n",
    "        self.labels = labels\n",
    "        \n",
    "    def __getitem__(self, idx):\n",
    "        item = {key: torch.tensor(val[idx]) for key, val in self.encodings.items()}\n",
    "        item['labels'] = torch.tensor(self.labels.iloc[idx])\n",
    "        return item\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.labels)\n",
    "\n",
    "train_dataset = TextDataset(train_encoding, tr_y)\n",
    "test_dataset = TextDataset(val_encoding, val_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:07.022041Z",
     "iopub.status.busy": "2021-04-22T06:17:07.021500Z",
     "iopub.status.idle": "2021-04-22T06:17:07.029742Z",
     "shell.execute_reply": "2021-04-22T06:17:07.028654Z",
     "shell.execute_reply.started": "2021-04-22T06:17:07.021993Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'input_ids': [101, 704, 1744, 782, 3696, 6568, 772, 924, 7372, 5500, 819, 3300, 7361, 1062, 1385, 3878, 3717, 3118, 1062, 1385, 7770, 3765, 5852, 7218, 3302, 1218, 6956, 102], 'token_type_ids': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer(\"中国人民财产保险股份有限公司涟水支公司高沟营销服务部\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:08.597758Z",
     "iopub.status.busy": "2021-04-22T06:17:08.597234Z",
     "iopub.status.idle": "2021-04-22T06:17:12.176624Z",
     "shell.execute_reply": "2021-04-22T06:17:12.176123Z",
     "shell.execute_reply.started": "2021-04-22T06:17:08.597711Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-chinese were not used when initializing BertForSequenceClassification: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias']\n",
      "- This IS expected if you are initializing BertForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPretraining model).\n",
      "- This IS NOT expected if you are initializing BertForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.weight', 'classifier.bias']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertForSequenceClassification \n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese', num_labels=13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:15.746498Z",
     "iopub.status.busy": "2021-04-22T06:17:15.745927Z",
     "iopub.status.idle": "2021-04-22T06:17:15.752043Z",
     "shell.execute_reply": "2021-04-22T06:17:15.751438Z",
     "shell.execute_reply.started": "2021-04-22T06:17:15.746449Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((11685, 4), (9348, 16871))"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.shape, tr_tfidf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:17.848739Z",
     "iopub.status.busy": "2021-04-22T06:17:17.848213Z",
     "iopub.status.idle": "2021-04-22T06:17:20.007895Z",
     "shell.execute_reply": "2021-04-22T06:17:20.007298Z",
     "shell.execute_reply.started": "2021-04-22T06:17:17.848692Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from transformers import AutoModelForSequenceClassification, AdamW, get_linear_schedule_with_warmup\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "model.to(device)\n",
    "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "test_dataloader = DataLoader(test_dataset, batch_size=32, shuffle=True)\n",
    "\n",
    "optim = AdamW(model.parameters(), lr=5e-5)\n",
    "total_steps = len(train_loader) * 1\n",
    "loss_function = torch.nn.CrossEntropyLoss()\n",
    "scheduler = get_linear_schedule_with_warmup(optim, \n",
    "                                            num_warmup_steps = 0, # Default value in run_glue.py\n",
    "                                            num_training_steps = total_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T06:17:24.580903Z",
     "iopub.status.busy": "2021-04-22T06:17:24.580336Z",
     "iopub.status.idle": "2021-04-22T06:22:53.595937Z",
     "shell.execute_reply": "2021-04-22T06:22:53.595204Z",
     "shell.execute_reply.started": "2021-04-22T06:17:24.580856Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------Epoch: 0 ----------------\n",
      "epoth: 0, iter_num: 100, loss: 0.7529, 34.13%\n",
      "epoth: 0, iter_num: 200, loss: 0.4986, 68.26%\n",
      "Epoch: 0, Average training loss: 0.7961\n",
      "Accuracy: 0.8492\n",
      "Average testing loss: 0.4957\n",
      "-------------------------------\n",
      "------------Epoch: 1 ----------------\n",
      "epoth: 1, iter_num: 100, loss: 0.4518, 34.13%\n",
      "epoth: 1, iter_num: 200, loss: 0.2276, 68.26%\n",
      "Epoch: 1, Average training loss: 0.4353\n",
      "Accuracy: 0.8492\n",
      "Average testing loss: 0.4957\n",
      "-------------------------------\n",
      "------------Epoch: 2 ----------------\n",
      "epoth: 2, iter_num: 100, loss: 0.3224, 34.13%\n",
      "epoth: 2, iter_num: 200, loss: 0.4535, 68.26%\n",
      "Epoch: 2, Average training loss: 0.4325\n",
      "Accuracy: 0.8492\n",
      "Average testing loss: 0.4959\n",
      "-------------------------------\n",
      "------------Epoch: 3 ----------------\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-02348c6ced7e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     57\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"------------Epoch: %d ----------------\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 59\u001b[0;31m     \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     60\u001b[0m     \u001b[0mvalidation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-32-02348c6ced7e>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m()\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m         \u001b[0mtotal_train_loss\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m         \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     23\u001b[0m         \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip_grad_norm_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     24\u001b[0m         \u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m    219\u001b[0m                 \u001b[0mretain_graph\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    220\u001b[0m                 create_graph=create_graph)\n\u001b[0;32m--> 221\u001b[0;31m         \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    223\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m    130\u001b[0m     Variable._execution_engine.run_backward(\n\u001b[1;32m    131\u001b[0m         \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 132\u001b[0;31m         allow_unreachable=True)  # allow_unreachable flag\n\u001b[0m\u001b[1;32m    133\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "def flat_accuracy(preds, labels):\n",
    "    pred_flat = np.argmax(preds, axis=1).flatten()\n",
    "    labels_flat = labels.flatten()\n",
    "    return np.sum(pred_flat == labels_flat) / len(labels_flat)\n",
    "\n",
    "def train():\n",
    "    model.train()\n",
    "    total_train_loss = 0\n",
    "    iter_num = 0\n",
    "    total_iter = len(train_loader)\n",
    "    for batch in train_loader:\n",
    "        optim.zero_grad()\n",
    "        input_ids = batch['input_ids'].to(device)\n",
    "        attention_mask = batch['attention_mask'].to(device)\n",
    "        labels = batch['labels'].to(device)\n",
    "        outputs = model(input_ids, attention_mask=attention_mask, labels=labels)\n",
    "        # loss = outputs[0]\n",
    "        \n",
    "        loss = loss_function(outputs[1], labels)\n",
    "        \n",
    "        total_train_loss += loss.item()\n",
    "        loss.backward()\n",
    "        torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0)\n",
    "        optim.step()\n",
    "        scheduler.step()\n",
    "\n",
    "        iter_num += 1\n",
    "        if(iter_num % 100==0):\n",
    "            print(\"epoth: %d, iter_num: %d, loss: %.4f, %.2f%%\" % (epoch, iter_num, loss.item(), iter_num/total_iter*100))\n",
    "        \n",
    "    print(\"Epoch: %d, Average training loss: %.4f\"%(epoch, total_train_loss/len(train_loader)))\n",
    "    \n",
    "def validation():\n",
    "    model.eval()\n",
    "    total_eval_accuracy = 0\n",
    "    total_eval_loss = 0\n",
    "    for batch in test_dataloader:\n",
    "        with torch.no_grad():\n",
    "            input_ids = batch['input_ids'].to(device)\n",
    "            attention_mask = batch['attention_mask'].to(device)\n",
    "            labels = batch['labels'].to(device)\n",
    "            outputs = model(input_ids, attention_mask=attention_mask, labels=labels)\n",
    "        loss = outputs[0]\n",
    "        logits = outputs[1]\n",
    "\n",
    "        total_eval_loss += loss.item()\n",
    "        logits = logits.detach().cpu().numpy()\n",
    "        label_ids = labels.to('cpu').numpy()\n",
    "        total_eval_accuracy += flat_accuracy(logits, label_ids)\n",
    "        \n",
    "    avg_val_accuracy = total_eval_accuracy / len(test_dataloader)\n",
    "    print(\"Accuracy: %.4f\" % (avg_val_accuracy))\n",
    "    print(\"Average testing loss: %.4f\"%(total_eval_loss/len(test_dataloader)))\n",
    "    print(\"-------------------------------\")\n",
    "    \n",
    "\n",
    "for epoch in range(4):\n",
    "    print(\"------------Epoch: %d ----------------\" % epoch)\n",
    "    train()\n",
    "    validation()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建模型：公司主体识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 规则匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-22T02:59:19.660398Z",
     "iopub.status.busy": "2021-04-22T02:59:19.659834Z",
     "iopub.status.idle": "2021-04-22T02:59:34.147432Z",
     "shell.execute_reply": "2021-04-22T02:59:34.146956Z",
     "shell.execute_reply.started": "2021-04-22T02:59:19.660352Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "标题： 东阳光(600673.SH)：控股股东一致行动人宜昌东阳光药业质押2500万股\n",
      "主体标签： 宜昌东阳光药业股份有限公司\n",
      "主体识别结果： 宜昌东阳光药业股份有限公司\n",
      "\n",
      "标题： 有息负债高达22亿 西王食品遭深交所问询\n",
      "主体标签： 山东永华投资有限公司\n",
      "主体识别结果： 西王食品股份有限公司\n",
      "\n",
      "标题： 日报：旧电池价格上涨？陕西未挂牌电动车禁行；金箭、五星黑马、小刀、小鸟、玉骑铃、欧派、星光、小牛、吉利、力帆……\n",
      "主体标签： 力帆实业（集团）股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 辽宁省铁岭县市场监督管理局公布质量监管双随机抽查情况\n",
      "主体标签： 铁岭民联化工有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： ST舍得：天洋控股持有的公司控股股东沱牌舍得集团70%股权对应的表决权和管理权等将由射洪市人民政府行使，导致公司实际控制人由周政变更为射洪市人民政府。\n",
      "主体标签： 天洋控股集团有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 关于怀集登云汽配股份有限公司2020年年度股东大会的法律意见书\n",
      "主体标签： /\n",
      "主体识别结果： 怀集登云汽配股份有限公司\n",
      "\n",
      "标题： 千亿市值蒸发超九成，康美药业财务造假坑了谁？\n",
      "主体标签： 康美药业股份有限公司\n",
      "主体识别结果： 康美药业股份有限公司\n",
      "\n",
      "标题： 【校招】美的集团2019届校园招聘\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： *ST永泰重整计划获法院裁定批准 债务结构有望优化\n",
      "主体标签： 永泰能源股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 公告解读：如意集团预计一季度盈利增长16%\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 长方集团：股东邓子长质押1000万股\n",
      "主体标签： 深圳市长方集团股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 吉林安图农商行因贷款“三查”严重不尽职被罚30万元  行长遭警告\n",
      "主体标签： 吉林安图农村商业银行股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 高收益、更稳健 温州市工业投资集团有限公司打造专业投资理财平台\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 天津鑫茂科技股份有限公司公告（系列）\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 上海外高桥港区海关关于上海执帆进出口有限公司申报不实行政处罚决定书（沪外港关缉违字〔2020〕0182号）\n",
      "主体标签： 上海执帆进出口有限公司\n",
      "主体识别结果： 上海执帆进出口有限公司\n",
      "\n",
      "标题： 鸿泉物联、和顺电气、昊华科技等遭减持 | Wind风控日报\n",
      "主体标签： 暴风集团股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： “秃鹫”变“鸽子”，25亿投资款逾期，*ST银亿破产重整案烂尾\n",
      "主体标签： 银亿股份有限公司\n",
      "主体识别结果： 银亿股份有限公司\n",
      "\n",
      "标题： 人保寿险淮北中心支公司违法遭罚 财务信息不真实\n",
      "主体标签： 中国人民人寿保险股份有限公司淮北中心支公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 深圳市顺鑫昌文化股份有限公司实控人变更\n",
      "主体标签： 深圳市顺鑫昌文化股份有限公司\n",
      "主体识别结果： 深圳市顺鑫昌文化股份有限公司\n",
      "\n",
      "标题： 98张罚单，罚没超38亿！证监会打击违法违规行为动真格，这些上市公司被点名\n",
      "主体标签： 郑州华晶金刚石股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 引领文旅创新 融合产业发展—山东鲁王府文化产业有限公司\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 青岛国恩科技股份有限公司公告（系列）\n",
      "主体标签： /\n",
      "主体识别结果： 青岛国恩科技股份有限公司\n",
      "\n",
      "标题： 华策影视：员工持股计划已通过公司股东大会审议\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 投资者应远离绩差股问题股\n",
      "主体标签： 华锐风电科技（集团）股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 肥城建局发布滨湖金茂悦承建单位瞒报“1死2伤事故”处理通报\n",
      "主体标签： 合肥质然房地产开发有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 科研失信 4家单位被查处\n",
      "主体标签： 贵州小米智能家居有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 农行青岛城阳支行被罚40万：并购贷款审查严重不尽职\n",
      "主体标签： 中国农业银行股份有限公司青岛城阳支行\n",
      "主体识别结果： \n",
      "\n",
      "标题： 行业资讯|甘肃资产管理有限公司荣获“省长金融奖”\n",
      "主体标签： /\n",
      "主体识别结果： 甘肃资产管理有限公司\n",
      "\n",
      "标题： 科大讯飞与优刻得等联合设立合肥智能语音创新发展有限公司\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 朗新科技股份有限公司、北京雏菊花公益基金会 向娄底市特殊教育\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 天津市与华为公司签署战略合作协议 深化人工智能产业合作 加快...\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 国家能源投资集团2019年春季招聘公告（内蒙招400人）\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 追债胜诉！2亿本金+利息获法院支持，利好接连落地，这家老牌券商将触底反弹？\n",
      "主体标签： 新光控股集团有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 【公司】江河集团子公司中标1.94亿装修工程\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 监管层剑指债券“结构化发行” 海通证券被警告并责令整改！\n",
      "主体标签： 海通期货股份有限公司\n",
      "主体识别结果： 海通证券股份有限公司\n",
      "\n",
      "标题： 太平洋财产保险股份有限公司贵州分公司向我校捐赠一批防疫物资\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 常州千红生化制药股份有限公司2020年度报告摘要\n",
      "主体标签： /\n",
      "主体识别结果： 常州千红生化制药股份有限公司\n",
      "\n",
      "标题： 德马吉广州展览公司助推天马集团引爆CITE 2016\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 有研集团2019年应届毕业生招聘启动\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 华夏银行再领罚单年内被罚过千万元 前三季度信用卡收入下降\n",
      "主体标签： 华夏银行股份有限公司天津分行\n",
      "主体识别结果： 华夏银行股份有限公司\n",
      "\n",
      "标题： 又一双鞋“陨落”！曾占据国内鞋市前三名，今豪赌P2P后负债49亿\n",
      "主体标签： 富贵鸟股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 网传中国兵器工业集团有限公司辽沈公司爆炸 1死1伤（1）\n",
      "主体标签： 中国兵器工业集团有限公司\n",
      "主体识别结果： 中国兵器工业集团有限公司\n",
      "\n",
      "标题： 「集微早报」①从先导集团收购三星康宁先进玻璃陶瓷靶材业务，看ITO靶材市场现状②航锦科技披露债务重组方案 实控人将变更为武汉国资委③华为供应商相互：产能将减少50%，总部裁员85%④紫光国微：布局新型高端安全芯片和车载安全控制器芯片\n",
      "主体标签： 航锦科技股份有限公司\n",
      "主体识别结果： 航锦科技股份有限公司\n",
      "\n",
      "标题： 风口评论 | 河北证监局“怒罚”常山药业60万元 敲打了谁？\n",
      "主体标签： 河北常山生化药业股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 【山东胜通集团：山东大业股份拟以原价投资子公司】山东胜通集团股份有限公司公告称，由于山东胜通钢帘线有限公司、山东胜通机械制造有限公司、山东胜通进出口公司、东营市汇通国际贸易有限公司重整投资人受疫情影响融资受阻，资金未能及时到位，目前山东大业\n",
      "主体标签： 山东胜通机械制造有限公司\n",
      "主体识别结果： 东营市汇通国际贸易有限公司\n",
      "\n",
      "标题： 太突然！退市！多位明星曾代言\n",
      "主体标签： 天喔国际控股有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 法院受理唐军、张林集资诈骗、非吸案，团贷案终于进入司法程序\n",
      "主体标签： 派生科技集团有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 瀚叶股份(600226.SH)：涉信披违法违规 遭中证监立案调查\n",
      "主体标签： 浙江瀚叶股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 广州浪奇新增一仲裁案 涉案金额逾2.6亿元\n",
      "主体标签： 广州市浪奇实业股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 敛财数10亿，致8人死伤！梧州重大涉黑案开庭审理\n",
      "主体标签： 藤县海宇建筑材料有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 暴风集团股票被深交所决定终止上市 仅剩余10个交易日\n",
      "主体标签： 暴风集团股份有限公司\n",
      "主体识别结果： 暴风集团股份有限公司\n",
      "\n",
      "标题： 中铁十九局集团有限公司衢宁铁路IV标型钢、锚杆、土工布、波纹管...\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 新华联文旅前三季度巨亏6.8亿 2018年至今已有6家房企债务违约\n",
      "主体标签： 泰禾集团股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 2015年濮阳濮耐高温材料（集团）股份有限公司新俪都小区居民家突停暖 钰鸿热力：管道泄漏\n",
      "主体标签： 濮阳濮耐高温材料（集团）股份有限公司\n",
      "主体识别结果： 濮阳濮耐高温材料（集团）股份有限公司\n",
      "\n",
      "标题： 红豆股份：红豆集团解除质押1亿股，再质押1亿股\n",
      "主体标签： 红豆集团有限公司\n",
      "主体识别结果： 红豆集团有限公司\n",
      "\n",
      "标题： 金旭公司破产重整案件审结，债权人向巨野法院赠送锦旗\n",
      "主体标签： 巨野县金旭房地产开发有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 子公司被债权人申请重整，雨润食品能否绝境求生？\n",
      "主体标签： 南京雨润食品有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 贵人鸟再次新增破产重整信息\n",
      "主体标签： 贵人鸟股份有限公司\n",
      "主体识别结果： 贵人鸟股份有限公司\n",
      "\n",
      "标题： 出事了！晨阳董事长投案自首，涉嫌非法集资\n",
      "主体标签： 河北晨阳工贸集团有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 花王股份发布控股股东之一致行动人股份质押情况 累计质押1.4亿股\n",
      "主体标签： 花王生态工程股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 遂平县农村商业银行股份有限公司爱心捐赠助力疫情防控\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 债券重大事件9月27日星期日\n",
      "主体标签： 盐城高新区投资集团有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 中建四局因项目安全问题被扣信用分\n",
      "主体标签： 中国建筑第四工程局有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 九牧王股份有限公司发生火灾 13人死亡\n",
      "主体标签： 九牧王股份有限公司\n",
      "主体识别结果： 九牧王股份有限公司\n",
      "\n",
      "标题： 上海证监局:行政刑事双管齐下严打财务造假\n",
      "主体标签： 上海中毅达股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 中富通(300560.SZ)：实控人解质65万股、融嘉科技质押3600万股\n",
      "主体标签： 中富通集团股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 柳工控股子公司环境违法被罚\n",
      "主体标签： 广西柳工机械股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 北京2020年最后一周新房市场“翘尾”\n",
      "主体标签： 旭辉控股（集团）有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 过去2年强制退市25家企业 超2006年以来数量总和\n",
      "主体标签： 神州长城股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 自然出版集团与浦江创新论坛进行合作\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 京东、天猫、唯品会三家平台涉不正当价格行为分别被罚50万\n",
      "主体标签： 杭州昊超电子商务有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 董泓与长虹多媒体公司及数字营销产业集团团队会谈\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 天通控股股份有限公司公告（系列）\n",
      "主体标签： /\n",
      "主体识别结果： 天通控股股份有限公司\n",
      "\n",
      "标题： 编剧赵冬苓呼吁出台污点艺人惩戒制度\n",
      "主体标签： 浙江唐德影视股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 华晨违约！没了宝马，谁来还钱？\n",
      "主体标签： 华晨汽车集团控股有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： A股现“卖壳”潮，半年66家上市公司拟易主，超四成买家为国资\n",
      "主体标签： 天马轴承集团股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 最新！河北公布10例市场监管领域违法典型案件\n",
      "主体标签： 河北时韵优品食品科技有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 厦门日上集团股份有限公司2015年度报告摘要\n",
      "主体标签： /\n",
      "主体识别结果： 厦门日上集团股份有限公司\n",
      "\n",
      "标题： 中行“踩雷”信托，一笔9.78亿债务逾期！\n",
      "主体标签： 安信信托股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 凯迪生态退市留下189.5亿债务！涉及十余家信托公司\n",
      "主体标签： 凯迪生态环境科技股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 凯众股份实控人变更为“四人共控” 新增一名“80后”一致行动人\n",
      "主体标签： 上海凯众材料科技股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： *ST信通：公司实际控制人发生变更\n",
      "主体标签： 亿阳信通股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 加力加集团与陈国淳风酒业深圳林泰生物科技并购上市新闻发布会在\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 北京文化新年第一股被立案调查 投资者索赔预登记启动\n",
      "主体标签： 北京京西文化旅游股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 达安基因(002030.SZ)实际控制人变更为广州市人民政府\n",
      "主体标签： 中山大学达安基因股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 今天江苏金融圈发生了19件大事\n",
      "主体标签： 南京红太阳股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 证监会公布\"中技系\"公司涉信息披露违法\n",
      "主体标签： 上海富控互动娱乐股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 星期六(002291.SZ)：控股股东质押1599万股\n",
      "主体标签： 星期六股份有限公司\n",
      "主体识别结果： 星期六股份有限公司\n",
      "\n",
      "标题： 步长制药：子公司浙江华派签订《最高额权利质押合同》\n",
      "主体标签： 浙江华派生物医药有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 杭州立昂微电子股份有限公司2020年度报告摘要\n",
      "主体标签： /\n",
      "主体识别结果： 杭州立昂微电子股份有限公司\n",
      "\n",
      "标题： 还款协议到期仅回收三成 容百科技剩余1.4亿“连还债”何去何从\n",
      "主体标签： 众泰汽车股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 华泰财险湖北违法遭罚 委托未取得合法资格机构卖保险\n",
      "主体标签： 华泰财产保险有限公司湖北省分公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： ST中安及子公司涉诉，前三季亏损2.57亿元\n",
      "主体标签： 宁夏楚雄医院有限责任公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 公告|招聘啦!临潼城建（集团）招聘30名工作人员\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： ST山水：公司实控人或变更 今起停牌\n",
      "主体标签： 山西广和山水文化传播股份有限公司\n",
      "主体识别结果： \n",
      "\n",
      "标题： 创维数字股份有限公司 2016年第一季度业绩预告\n",
      "主体标签： /\n",
      "主体识别结果： 创维数字股份有限公司\n",
      "\n",
      "标题： 中国重汽集团举办2016年第一期领导干部培训讲座\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 合一集团正式成为阿里巴巴旗下全资子公司\n",
      "主体标签： /\n",
      "主体识别结果： \n",
      "\n",
      "标题： 【驻沪专电】欧浦智网股份有限公司苏州一公司向京杭运河偷排危险废液 6人被批捕\n",
      "主体标签： 欧浦智网股份有限公司\n",
      "主体识别结果： 欧浦智网股份有限公司\n",
      "\n",
      "标题： 多家金融机构违法违规 被银保监会处罚\n",
      "主体标签： 中国工商银行股份有限公司\n",
      "主体识别结果： \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for row in train_data.iloc[:100].iterrows():\n",
    "    match1 = company_name[company_name['name'].apply(lambda x: x in row[1].NEWS_TITLE)]\n",
    "    if match1.shape[0] > 0:\n",
    "        match1.loc[:, 'name_len'] = match1['name'].apply(len)\n",
    "        match1 = match1.sort_values(by='name_len')\n",
    "        match1 = match1.iloc[-1]['name']\n",
    "    else:\n",
    "        match1 = ''\n",
    "    \n",
    "    match2 = company_name[company_name['name_short'].apply(lambda x: x in row[1].NEWS_TITLE)]\n",
    "    if match2.shape[0] > 0 and match1 == '':\n",
    "        match2.loc[:, 'name_len'] = match2['name_short'].apply(len)\n",
    "        match2 = match2.sort_values(by='name_len')\n",
    "        match2 = match2.iloc[-1]['name']\n",
    "    else:\n",
    "        match2 = ''\n",
    "    \n",
    "    print('标题：', row[1].NEWS_TITLE)\n",
    "    print('主体标签：', row[1]['COMPANY_NM'])\n",
    "    print('主体识别结果：', match1 + match2)\n",
    "    print('')\n",
    "    \n",
    "    # break"
   ]
  },
  {
   "attachments": {
    "6f84abc2-d84e-4170-b6ec-a2c3f5165056.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bert Ner\n",
    "\n",
    "![image.png](attachment:6f84abc2-d84e-4170-b6ec-a2c3f5165056.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {
    "2978619e-dca6-495a-aa33-cbf6bf78b808.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 后续建议\n",
    "\n",
    "- Bert 分类和Ner可以同时完成，在一个模型内完成训练。\n",
    "    - 构建Ner训练集样本    \n",
    "    - 构建分类loss和Ner loss\n",
    "\n",
    "\n",
    "- 思考1：舆情类型分类，需要使用复杂的模型吗？\n",
    "    - TFIDF / fasttext / bert ？\n",
    "    - 关键词\n",
    "\n",
    "\n",
    "- 思考2：公司名称如何识别？规则足够么？\n",
    "\n",
    "- 思考3：如何完成后处理？\n",
    "\n",
    "- https://github.com/CLUEbenchmark/CLUENER2020\n",
    "- https://github.com/wainshine/Company-Names-Corpus\n",
    "- https://tech.meituan.com/2020/07/23/ner-in-meituan-nlp.html\n",
    "\n",
    "![image.png](attachment:2978619e-dca6-495a-aa33-cbf6bf78b808.png)"
   ]
  },
  {
   "attachments": {
    "6616c5bf-cc13-42c2-a130-041e0f156098.png": {
     "image/png": 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J0gWcEBACQmDWCNxzzz3Vgw8+OHYxnnvuubHzmEQG119/fXXDDTdMIqteeVDP33nnnb3OkbIQEAJCYB4QyOzULH0hykx/NQrTmV37kUceqb7zne9Up556arVhw4ZMrVM6/MTatWurp59+ulX//vvvr6677rpWvYVUmNRzSwnV1atXV/xKmdSFy3z1XwgsRwQgJJ999tn01n/1q19VL3jBC+rf7rvvnurN4sAll1xSvfCFL6ze/e53V1dcccVYRaByf+UrX1m96EUvqj7/+c8vqLG9Zs2a6i9/+ctG5f/73/9e4065vvGNb1R33HHHRjpKEAJCoD8CmR2Rpfe/gs4QAkJACPRHYMWKFdW9994bnnjsscfWNsEmm2xSHXLIIaFOl8QLL7yw2mGHHca2m8prQY72GZT+wx/+UN/P29/+9urggw+u7r777jLLzv//9a9/VU899VQn/SOPPLJ68YtfXO25557VunXrOp0jJSEgBITAPCCQ2alZ+kKU+YADDqje/OY3V0cffXT1zDPPtF7yoYcequt++AX63fALow70/eAHP6jzesUrXlF99rOfrWgLMvnd7/6r1v3Yxz5WnXPOOZnagqZnzy3jQbPCpYRqdoEsPbuA0oWAEIgRoPLabLPNqi222KJauXJlqHTBBRfUlQ8k47iCJ+lHP/rR6lOf+lS18847j/2j8jayF+OYinxUwcC2vNi+9a1v7TXa1ve6kNirVq2qttlmm8F1TzzxxKFs9t1338ExyvT9739/6Lj+CAEhMBoCmR2RpY92FZ0lBISAEOiOwJNPPlm97nWvq1796lfXM4PKM6+99traJsDeueqqq8rDvf7vs88+dV5f+cpXKjq34wqD0hC9dI6/+c1vVvxvEyOIsW9e85rXVNS/owi2JXbse97zns7eR5/+9Kfr+2dQ/qtf/Wr16KOPjnLpwTkHHXRQtcsuu1R43UqEgBAQAtNCILNTs/RplcPyxTP0DW94w6C/+sEPfjAdFLRzmHlpfW7qfgb5RpUf//jHg7x+9rOfNRKzcBB2Xdqqca47annL87LnlqWX59v/3oSqnaitEBAC4yFw5ZVXDioWKpiPf/zjVTm9/OGHH669QDfffPPxLvZ/Z+Pe/7e//a02nKksxvnttddeQ+Xff//9RyojxPI73vGOQV40BrfddttIebWdtH79+gqvjHe9612D61nl/vKXv7y69dZbB1mAuR3bb7/9BunaEQJCQAgIASEgBJYWAieddNKgzaftx+vHCwOxkK1vfOMbffJI+5CQ2Dpch8Hpm2++eZAPs2a+9rWv1VMymZbZ5Yf9aPYKW2wq7McmYWaOnYNtWAqkbBdvp+9+97uDfF71qldVZ5xxRpnVRv8JneAH5T/ykY8MBtEfeOCB6vLLL68xueWWW6q230UXXVR7vHIvkN0///nPGzv1GxVGCUJACAiBRYrAWWedNah/cdKiHWsLxcdxq/u33HLLse780EMPHeR1zTXXpHkx3R8SlesykHbuueemuvNwQITqPDwFlUEIdECAKVZWoVHJHH744eH0fyP/MCrnSX7xi18Myo93wKiCIW840FEhFkyTMKWNBgBiuIvg+fCPf/yj9szF2LZrsWWKAiNmBx54YPXTn/60bojIk1hppsc5d911V3qpLp4g6ck6IASEgBAQAkJACMwcgZ122mnQ7kNQ3njjjRuVyXQmEQLID6q/853vHFwLm4IZMYcddliv3+tf//pB+ffee+8BQTnIuNixsEbYOqeffnpxtKqYnoltSr5Nv9e+9rWV/2266aYVg9dt8utf/3pQXsoAEYBABGObQbi+7W1va/295S1vGcoHL+NpDcq33ZOOCwEhIAQWEgFmsFJ/UlcTz7SLtBGqbYSsv4YPTdhEqLIejPWrP/OZz/gs5nJfhOpcPhYVSghsjIARpVQwP/nJTzZW+L8UmxqGZ+U8iSdUm8rfVGaCaGMwWyW74447Vj/60Y8af96rAc+NLO4LHhCf+9znKjxPGQ3D6PZeHF/84hdDApvyskCWlYmOSSbEwGWqBSEU2rxBsjyULgSEgBAQAkJACMwOAeKHmvcMUyCzgd1jjjmmtg3wypmEMDhstsY4MUwpC6Ss5dUlnmkboUqn+vHHH5/EbYZ5EGsP+8zKTIgrE8IvdBWeleVBzPumGH5d85SeEBACQmDeEWDg6iUveUld//WZJdpEqBLblHqUUHxdJCJUiT9arg9DP5l6mnY2Gqz012KWAwN6XRa68udNcl+E6iTRVF5CYEoIEH/LDEBc9JtGg4ivii6V0ayE8pWV4yQIVchTwwGCkwq86ffJT35yoG/nEbMlEshapo3dfvvtQ/hap4k4Y5mwCJXlD+5MaYt+eNSa3gc+8IGJrACclUnpQkAICAEhIASEwOQR8DOG8JzMBPKOAVoWcuoyHT7Lx9KNoGWqfGljmU7X7aQJ1a7XHUcPOwwbChJ71M6zJ1TxlJUIASEgBJYDAoQ3of4kfrZ36rnssssG7QmLRjOjgpmX9sOD3/quxL62dIhO8rJjhL1pa5dKQhUylPNxYLLY2My6eOlLX1qn4zjF7IzsR1xVQuuQx/vf//5W8nVaz3lihCoxbPiVcvzxx1f8JEJACIyOgLnoU2FEsat8zlREjEAx9bzJnd6fM8l9KlNWpKUS9NPbxyVUCWFgFexuu+3WWmkTY4xOh1X0eKoSAwxP1D7ShVA17+EPfehDdcxVvIOjn/d4pVx0yiRCQAg0I5DZEVl6c246KgSEgBAYHQEIOfOUJHZ6m3ekLazR1YOnqWR0gpnlwuByV8EO22qrrapf/vKXQzN0JkGo0qFmoawuU/a7lrdJj7j12FltdnBTHiJUm9DRMSEgBCaJQGanZumTvLbPi1kINmOTWZUm9InxMN1+++2rO++8syY24Q8YtLKfEZb0W+kTW3q0/dOf/mRZ1yQo/W7Cs9jP8xlHHHFERcgX66cTG5uBRxZ9Jo0+/NZbb934o22z89kSwqXJ6WxQuBF3sueW8aDZZdJFqbITsgtn+koXAkJgGAFGhiyWJ16ZXcQ8MzHk+0g2Hb5PHj7OFYso2HSqcQhVKkcqWipLGgRP1EZlQx8PUKtkaQxuuOGGSLU1rSRUaXzomNgoHF6tXAcvFEb2EDtWZv6+972v1iVsAQG2R/WwKPPVfyGwlBHI7IgsfSljoXsTAkJgtggwVdJsiy7EHh1J9Ol8btiwYezCm33BloHjhx56qPY2gmyNft/61rcG5f3CF74wsDvGJVS5vnVmmTlFSKO+Mgmbs+81Raj2RUz6QkAIjIpAZqdm6aNep+08iE7aoV133XVI9ZBDDhm0D8S+ZtG+MgQMfWpr8/osSkV7BB9BDFT4C34+bN8uu+wySOfYl770pZrUtf7+KaecMlTW6A/XsLLh3NQ1LmyUV5e0ST03Eapd0JaOEJggAjbFCSIRw7mLHHvssYMKxo9EtZ1LHBNGd7oE9s90jPy1Cm677barvSLGIVSpZMmPyhLDnSkHuNdnxrifgg/RGS2g0IaFHfeEKtczstpW9KWhoGyU0QSPDTxX2DIdAcFbGD2mJETe/HautkJACAwjkBkwWfrw2fonBISAEJgMAnhImo3DjJMuAvHIlH/afwa5CS80KXnve99bexc1LQLlj+HdeuaZZ9aXbyJU//rXv9a2yrbbblvZ7x3veEd9D9zHu9/97vo4+/Z705ve1GsGEJ69DLpjr5Ud+Agfyj0JzyMRqhG6ShMCQmAaCGR2apY+jTJQv771rW+tp+f7QT0cnsz7lHaNOKRR+zQqoRrdC22WtRnRLFobgPQxXm0QMcoPJyfLjwHDacuknpsI1Wk/KeUvBBwCGH4ve9nL6soCsrOrUPlZvE6IWOKddBEqLYxWvDmZYj+J37333ltfelRClSkBVJbbbLNNbaz/83/+OZhuR2gB84C1+1uxYsWgcuU8rttFmFYACQpp639WUeNd4kfWSP/jH/9Yd66Y/ucXiGDxKzvPYrb+4Ac/qPNfqKlxXe5ZOkJgMSCQGTBZ+mK4J5VRCAiBxYfAZz/72bpthzzEPusqTHs0m2CnnXbqRCCWeTMDBnLz/PPPHxxqm60zUAx2mghV8iW23dq1a+uZN1ybDrndw29+85tBOsf4XXfddcFV8iSL50eehIiy+HnRGQygo8f00NNOOy1S6ZwmQrUzVFIUAkJgTAQyOzVLH/Ny4eksikj9efbZZw8dZ4Foq9OPOuqooWP+z6QIVbgIux7bklCF+GXwEccjGzzDkYxFopn9+thjj/li1fsQxJYnTkzTlkk9t5RQveSSSyp+pUzqwmW++i8ElgMCuMBTUey33369b/ewww4bVDKQqqNMx+p90YYTRiFUiaOCh+juu+8+NGrmwwrsueeeg6tCAPu4qXiNZl6sg5P+b4epc2CEB4r9uK5V1MR9sXTb4qXK8cMPP3woO794loUa+P73v1+fP6SoP0JACLQikNkRWXprhlIQAkJACPREwDxnsEn8CvNdssEO8THUGSA22yA6n2mXLBRiZCXEJgO9Zo9MIv56E6FalgmC1WbrUAY/64fBfshRFhvp+qODbzHx7Z6YzcSg/v33318TrJ/61Kcq+zGgbXpsfZw+ygq+6K5Zs6Ys+kb/RahuBIkShIAQmBICmZ2apU+yGISk23vvveu6kwExHHvot+6zzz71NHzrL9O/bZImQpV2rOvsWWY++Hq8JFR///vf1160LIplguOSncMM1XLgztfnX/va1+y0qW2z55bxoFlBUkI1W90qu3B2AaULASHwPAJnnXVWXYngNRmNylDhYHBngucm07usIiLotE31ys7x6eTflYz052X7fQlVRstYXIsRtNLdHzwITcC9WZxY7tfHTf30pz891qq6BMb2+BF6wQsdDKZKYMSX5cMr1XBv6jT5/LQvBIRAjEBmR2TpcS5KFQJCQAiMhgCLdRipVw6gdskRe8HngX0AoQixGNl3EJMQqEyJt58nNJlR4xfDYpB55cqVoc2zatWqugMNUemlD6FKzHezadh6QvXaa6+twxsxkBz9/HnRcUujM21T/yGUzznnnJq4hrzGnrN8IASiaalG0OLtiicWA+TRz98Lz1QiBISAEJgWApmdmqVPshzUo1Zv2hZSEgLVBui22GKLsA3y5cgIVWaMMosWr1Icjdrkc5/73FB5PKFKLFQ8Ua+88sqhbHy/nraXvrkX2lW7t7Kf7vUmtZ89t4wHza7bm1DNMlK6EBACOQIY31R6xDTJAixbIGmMbeKklqQeuTNlyyoathjk++67bydvVbxiiZOFJ0BkvPrSQ7x+4hOfqKflYwRH0odQxdsBYx+vjEwYaeOeIF5ZuMsaB9IIBWDTBbLz29KJfeqx22uvvYYwJtYMz4h4qOXiUja9gvNFqLYhreNCQAgIASEgBOYTAWwrBm5pz3/4wx/2LiSzX+h0fvnLX67ojFkMVrMvCBmEFxELcHiStLyQeRPReS1tDoszT3x5Yuhbp+8f//hH9drXvrYuOwPE3rO2D6HqB4kp909/+tPOoaTsPtlGdmp5n9F/vxDYTTfdFKkMZieBJ/Zo9rNnSXl4LhIhIASEwFJEgL45bQKDTH/+85/rQT3u8/rrr6/boVe84hX1vt079Tx9axvksi3tntXjhLuxdAhQS2cm7O23325ZbbSlzTJHKDsHhyRmYSDkCWfhBXLVdDPvU9pX07G1TXweC7UvQnWhkNZ1hEAPBDAeMfTKysVnUcbzPOigg/zhwb5NS7cKx7Yf+9jHKjwXMgP3u9/97qCSYhQfwjL72YILlvduu+1WPf7444MysNOVUMUzllVpy/OHMquqOmYpxCVu9hYvluvvvPPOreeWeUX//cq45MviVtwnBC5eFKx0iIcwDRaLNRx44IGDmGo+3AKEKgS5RAgIASEgBISAEFhcCFicOQZ6Tz311IqOY2YLRenePqEz+vWvf31gW2FbGAHIApd422RihCqLeqX4YxMAACAASURBVJRieTKrhziv/kca16HcflZTH0LVVl0mH8uL7fve977ajizL4//bOWwze9PrR/tdCFWbUcSsribxU0QhFCRCQAgIgaWKQFTnQrBSH0MCemFKPsQlBOooP9+++HzZZ4asbwvYN34Cj9nI+cgWmN5kk03SsALMkLB8Wb9kViJCdVbI67pCIEHg5JNPrkfa/cIDpSqem1aBsCW2VzY9H/LPT5dCn1gqkJ6siIdxGYl5wKLPVDJGirIf06t8eXbdddeNPC26EqpRWbI07pvOiF2bSrn03MjObUpnSgEVuOXLlqkKdJbYZ8SP2DQIo2umR1loNDyhypQzFlK4+OKLmy6pY0JACAgBISAEhMAcIUD8Nmb2/Pa3v61LhX0BqUq7Tiw3Bqat/WfWCmnl729/+9tAB48cFl9iejuDtIRiymYhlTA0EapGOOKNWop5qJZx8roSqiy4afdoWxb/9CQrXrEIM6aYlsnKyyZ2Dtuoc296TVu7P/LIPFSNuG4jVJlVhK3G4mB9FnttKp+OCQEhIAQWAwIWCxyyciHFZlH4PjtT/i22ON6ufnFn2knC6lHnM3uDxaci8V6srFUyKxGhOivkdV0hECAAUYoXQZuB7Y3LLqva0QlguhlTzXDp72LUekI1M2DtFvyIP96aEbnrCVWmi/UVpvD7cv/yl7+sOyRUtnR42u6LOGVZOIKyLMQHI1//IzaLTZMg3Yx2pimYHl4hTNnzhCqjbngP4wlBGAGJEBACQkAICAEhMN8I/P3vf68HVpsGt/EWtfa/XCzD7s4POHsPGuwBOoNdZVaE6h/+8IfBPdq9YiPhGQQpTBqDzdhHdpxZTeb9ZGlsseHAA/K5j3ibN7NHuxKqXHcSA+99yi9dISAEhMCsESCONvUkA1/jhsXjXjKHrPI+CRtI+wWZal6ptAcQqgzOWRvh2wUGMUnHmQk58sgjK2bOlgJfYufDW8xKJkao3nXXXRW/UiyOT5mu/0JACAwjwFR3jPOrrrpq+EDxj+njeDVQgRCPhNH2rsLCTV1lVEKVANeReEKVKXR9han9eNYy7Y4pCVaB0jiwyECbQDxzzvbbb98aPNs8eolrZgtBWLBrYtCSD40DRrl1qBhJM6+MklClEYNQpTExz9a28uq4EBACzyOQ2RFZunATAkJACIyDALNy8Jxp6jBCDhKaCXuAwWpbUKm8LrOOzF5hAHZUmRWhutVWW9Xl94uD2KJU5nWEreSJV+LLW5/Q7p0tmOF5hN2GfleZNKHa9brSEwJCQAiMg0Bmp2bp41yr6VzqXWZUMNjFuiMm9GNp55h1QR/2oYceqvUYUCwXgLJz2N5zzz11P3jbbbdNZw2Y/tFHH123IXiQsuCitQkQqpCt5olqg5KUiZmdhMixfjVcB+Fryjb0vPPOG+Q3CrdgZey6zZ5bxoNm+aaLUmUnZBfO9JUuBJYjAnhPEkA/iiFS4sFUMauMCDJtQqW0bt06+zv2dt4IVVYTtPv2Wzo0NBBtP38OlbdfXdCDRcNC5wjyk3hmJaF6yy231GnEO2NVQ8vXV+QloUr+togWHQnfmPlra18ICIGNEcjsiCx94xyUIgSEgBDojgCx4PyMmOhMv7owZGMmfso/M2tGlVkQqmvWrKltHAaOjzvuuIG9Y4QqtgxT57GFbCAam8k7BpiNxNYwNfKVPLvINAnVthlhXconHSEgBIRAhEBmp2bpUR7jpEGk4lBE35M6mNmVEKuErnv9619fzzLAWYk43NTjeK5anc3MA0LFRL/3v//9Az36ywxCRkKdz/oj9NEhR0tClXNIg9swYTFsysA6L1723HPPOp3FFk384ts4bk1bJvXcRKhO+0kp/2WJAFPk8WJsk4cffnhQKW699dYD45TzmG5FhZVVam15l8fniVC98cYb60UWrJLHM/e0006rR8gYJevyo/Gw85lCsH79+vKW6/82hd/CEpSEKkp/+ctf6obBpiSAO6N6JhGhyvVsehxlaVrN1/LRVggIgWqwYnWJxaQMmzJf/RcCQkAItCFAKACzKZpitxGH1fTYH1UyQhVvHiMcJx1DdY899qjLzgwhPJbsPoxQtXuh04wdxPF99tnHkuutncPWCFU67XTmGbzGlmsTuz/yKKf8Q2yTnycM2vLzx5n+KhECQkAITAOBzE7N0qdRhnIRaxyRiOfNNPqyPoWPsDob71NmWES/I444YqBH/tnAlE3p/81vflPfWkSo+nvGqYk1TL74xS/65DqUIH1vygaBC/mLWExY0scZsBy6WMOfST03EaoNIOuQEJg2ArbyPEYo7vmlUGFB2vmRnlKn6/95IFS5RzxBjdS0Sv7DH/5w19sY6G255ZaDyj+LZUo4BToFjNbh8YvYtW3K/yDDqqo++tGP1nmWlXhEqHIehrvdw6GHHuqz0r4QEAIJApkBk6Un2ShZCAgBITAxBH79618P2vOmsEMMzlq7T501qkSEKgPxH/rQhyojPpl9QwfZ/2w6Zd9FqRjIxv6xOP1NhKotzklH3ab6233avbM1QpVjNmuHcEg21dPOKbcZoUon/n3ve1/tkDAqocr1o7j/ZRn0XwgIASHQF4HMTs3S++bfRZ+6llCBrKXCooqPP/5442nW77X4pZEyM2KtbicMXyQM9r373e+uF8G2OraJUGVRZxZL5Pqsi/Ltb3+7PhcnJEhU6nim/XNdK5uRrKQZaRuVZVJpk3puKaEKsNF040ldeFJAKB8hsFgRgFyESKXSyNzaqbBsxTwWP7AKbJR7niWhSpzR3Xbbrb7Xl770pTWpykiaVd7TIlSp6Lmej3NqDUtJqPI8KA8jc2Vw74xQtQ4E5+FJ4jsXozwjnSMElgMCmR2RpS8HTHSPQkAIzBYB4sXTlrOQKB3HTJhKabbLWWedlam1ppeE6r333lt3Vokrb4Qj9grT8/3PbBgWzfRCx9XKFcV/3XXXXStsLet8NxGqNrPne9/7nr9EvW/XYOttHh/GiQ5zE4Z2f+RhHlVM+4QMveiii+rrjEKoMruJPP0Mo41uQAlCQAgIgRERyOzULH3EyzSehrMQoQW7irUZRlpG53UhVAntwkLVvn7NCFXaBkIM+PYCzgNOAycxwvTBaWyzzTa1DkQtYuFjOK9PXO7onrqkZc8t40GzPFNCNVvdKrtwdgGlCwEhsDECVCLbbbddXYngidBElOJVYFPLIQGbdDe+0n9SPKGKR2fTtHpvGI+zKBXXofKkEt1hhx3q6QgWkBoPBqtop0Goch2moPm4tKBhDUtJqH7hC1+oyxNNV8sIVbxY7B7Y2pSF/6CuPSEgBEoEMjsiSy/P138hIASEwCQRuPjiiwdtOYRmk+yyyy4D3bVr1zapNh7zhCrT3IlLR+gnFg4xwrFpyj8xTr00EarYKgwW+9BIGaEKGQuZyewes9f8dbzN4wlVbFPIaDvOtNJM7P7QZa2Bgw8+uD6PzrnJKISq2WQ+5qvlp60QEAJCYFwEMjs1Sx/3eqOeT38U/gCxfu84hCokKgRp2c/NCFWua/HGuT5er9GikDZT18Ls+AWvjz322FFvv/N52XPLeNAs496EapaR0oWAEOiOgMXgYhSfANNtstdeew2M1AMOOGAkUtUTqhi9TIPPfqzGZ0Yxo1GR+ErP4pN6PaZuEXsLo5pYsaVMm1DFYMeTpBRrWDyhSmcG0pcVbiPJCFU8WW1VYOLANq2gGOWrNCEgBISAEBACQmC2CNiAKiReRCL60vn4dXfffbc/1GvfCFXiy2222Wb1FE7rrGKfYINlhCrnstCHl4xQhfQknJF1ru2cjFClg8m1y8FoO89sQ7aeUOU4IZ3s+EEHHWSnbLT1Xr4f+chH6nMgiL3DwCiEqoVjGCe27UaFVYIQEAJCYI4RoC9Kn5t1QOALaFMY+LOZ5tbvHYdQZaAxiqvaRKjSPrDAcxTS0ODE8Yr+unm9EhbA2hBIzVmJCNVZIa/rCoGOCDByzjR0Rv9ZYb6LXHnllYMKhoqGSrOveELVplhleTCKZBUapGskbYRqdI5PmyahumHDhmr77bcPF4qyhsUTqlTgb3nLWwYVui8n+xmhyrEdd9yxxsrikpXn6r8QEAJCQAgIASEwnwjgnWpx3E488cTGQkK2mm3EIOyog6jEdDdbxPLzBCaD0aSz8nIpdGqj6Z5NhKoRtT6vjFBlCiad8UysvGxLQpWYd3a8Kf6dkaimC0ltHWq7rhGqOAB0Ecpice3BrQzd1CUP6QgBISAE5hkB+reXXXZZPaBGP5YZntZ+saUvyqLWXqytGYdQLet6y7+JUDWdPtudd9550IasWrWqz6kT1RWhOlE4lZkQmCwC1157bT0liin8BGs2oaLCU5XpWLfddluFHnE/WXWW1VdPWHFC5b1GIWTbSFHL27Y//OEPB5VU27n/+te/6phd++23XzqyRPwuM4YjD1W7bradJqHKNbOOjg+fgB73iheIxVmlo1Ia4j5WKtPTvPz1r3+tPvnJT1YPPPCAT9a+EBACQkAICAEhMMcI0J7T/mPLeDuGWSsMXENemj2A96QfXGXxpFGF2KtmP7HdaaedhrJigSwWxyxJxiGl4g9eSZZnFEO1UK8iQpUB/ze84Q3h1Ew7367BtuxkWyx6Fhyh4x8J5C5ktOUDCcAiWKVY+ADIAKZ+EnMPGxkbjevyPJj9dMcdd9S2MkSC5ckW+1UiBISAEFhKCNhsCl/XsVAhU+YJ5RfJJAjVKF/SaKesLNTRXeS8886rQ71Y22rn0I+2mRvkafG07fhCbkWoLiTaupYQ6IEA05ms0oEQxfMTwxXD09KjLQQg08FYlMAfZ8W8PsKiVpxP4GdblKDtfDoVH/jAB+rrM2Vszz33rFhZdttttx3yrhhlepUnVPHWZVSqz89WuuWeVq9e3XYr9XGMcMPQPFTxovjd7/5rcP7ZZ59dxw/D24Py7L333rU3sZ0XeXoMTtaOEBACQkAICAEhMPcIMBMHO4zO5uGHHz5UXjp6rDaMHQD5t/nmm9f7ZgewZaB1FGHw3IcNoAPZNXQAeiwuxWJRDObiXctMp5NOOmlg21C2LoSqxbdDn4F7hDh3K1eurPexdVg8lFWkIZYhWy0cgOFQEqqcyBRPOsyRQIIST9/OZwt5HAkks9cr921wvEy3/z/+8Y+jbJUmBISAEFi0COAQZQNSDDodccQRFYtUNYkRqvS1t9xyy/DnF5D66le/2pTd0DE/yNiVUMVJjP4198E9wDMQP5zyWf0NT4LD06xkYoQqsXbKeDvcFI0pF5EIASHQDwEfM8oqDL9lehMLODH9/Kijjqog9qg4n3zyyfpC999//2BxKs5rmk4VlQzXeX6RARzp+zSMeAhc4oT6Mts+HgJ9xa8oSGcFI77Pz3dIooWkovLQSbIyG6FajpBxHmmsLmieK3YOlX+Xjkp0baUJASHwPAKZHZGlCzchIASEwCQRwCOS+PB4dTITKBNsgch2YyDcL/CUnR+lc55NZ8e2KMnc6Byfdu+999bes94GMhuFLYtxdhEIYzvPCFXi2ZkQlgCbDM/PaOCftL4CoUpH2q5LeIHMJqUs3lvJzmnbYqdCMmSzlPqWWfpCQAgIAUMgs1OzdDtvklv6p//4xz869Ue9IxGDWQx2Rb9jjjlmUC9/+ctf7lxcYqtandyVULXMb7755jpkgZ3vtzgzLYRkzy3jQbMypYtSZSdkF870lS4EhMDzCHgPAkZhiFGFIY0xD1naRfzIftf4q13y7arDNf20Miq/T3ziE11PH9LDld8qz6222mroWJc/jLLZ+XhQdBGmh9k5eOy2CYS2J5F33333tlN0XAgIgRYEMjsiS2/JToeFgBAQAp0QgGSjAwgZyKJJbZ49ZEqHFA8asx0YWB139WGb8o+HbDSo2+VmOI+BYSuXbZkN1UV8BzrzKLV88OZ905veNHStUW0/pnUSwopnQIe6Sbgu3kyHHnpohc2277771rOkCDlFh5sZU3T+Ib0PPvjg2hkhWgS16Ro6JgSEgBDoikBmp2bpXfOdlh4hUqxt6BpDtQ+Z6cMJMvO0r+A0xsxZKyNbvGXb2oa+18n0J/XcRKhmCCtdCEwYAQx3jD4M12xEvu2SkK94TZLPrMTipbzyla+svSRGvRdiyFJx4u6/YsWK3rcDCUvogeOOO64znniGQGYfcMABjTHCfGG437e//e11WAB5PHhktC8ERkMgM2Cy9NGuorOEgBAQAv9BgCnshC5iwae+nTWb1ggR2OTR+p+rte9BaJpnaLt2rmGDyxC93/jGNzrHXSVGLLbN73//+042FHYaNhvTRyE2WaBrVMGTiRiuEiEgBITAYkIgs1Oz9FnfG/1e6m0GsBicyoS1W2hDPvaxj4UxrbPzGOhiYSzas1H5gJNPPrkuI4tD4327kDNBJ/XcRKhmb4jShcCcImAhAGZVPK7PFHvigI0jt99+e3XGGWdUTz/99EjZjEpu9q2omaLGTyIEhMBkEMgMmCx9MldVLkJACCxnBNasWdM5VmmJE3YKcURH7TCW+U3yP96uhxxySEXM+z4yiu1F3NW2RU37lEG6QkAICIHFhEBmp2bps7436vkTTzyx0wBY3/4x9zap/vGVV145kzAtk3puKaGaxQ6Y1IVn/YLp+kJACAgBISAEhMDCI5DZEVn6wpdQVxQCQkAICAEhIASEgBAQAv9BILNTs/T/nKm9eUQge24ZD5rdQ0qoZqtbZRfOLqB0ISAEhIAQEAJCQAgYApkdkaXbedoKASEgBISAEBACQkAICIFZIJDZqVn6LMqoa3ZHIHtuGQ+a5dybUM0yUroQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJgsSEgQnWxPTGVVwgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAiBmSEgQnVm0OvCQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgsNgREqC62J6byCgEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEwMwQmRqiuW7eu4ldKFry11NN/ISAEhIAQEAJCQAiUCGR2RJZenq//QkAICAEhIASEgBAQAkJgIRHI7NQsfSHLpmv1RyB7bhkPml0hXZQqOyG7cKavdCEgBISAEBACQkAIGAKZHZGl23naCgEhIASEgBAQAkJACAiBWSCQ2alZ+izKqGt2R2BSz02EanfMpSkEhIAQEAJCQAiMiUBmwGTpY15OpwsBISAEhIAQEAJCQAgIgbEQyOzULH2si+nkqSMwqecmQnXqj0oXEAJCQAgIASEgBAyBzIDJ0u08bYWAEBACQkAICAEhIASEwCwQyOzULH0WZdQ1uyMwqeeWEqp33XVXxa8UuzBb//N6Tz755NAx0zv55JO9WvXII4+EeqeffvqQ3gMPPBDqrV69ekjvnnvuCfUuuuiiIb3bbrst1LvsssuG9G644YZQr4wte/XVV4d6119//VB+a9euDfVuvfXWIb2LL7441Lv77ruH9M4999xQ7/777x/SO+OMM0K9hx9+eEjvlFNOCfWeeOKJIb0TVpwQ6j333HMDvaeffjrUOemkkwY67Dz22GOh3mmnnTak9+CDD4Z6Z5999pDevffeG+pdcMEFQ3p33HFHqHfppZcO6d10002h3j//559Detdcc02od+211w7pXXHFFaHezTffPKS3Zs2aUO/OO+8c0jv//PNDvfXr1w/pnXXWWaHeQw89NKR36qmnhnqPP/74kN6KFStCvWeeeWagx759+37LuV7I2x+3fcrihbLaMb/l3rxw7/647YOVF7C0Y34L9l54Nv647fMsvfCs7Zjf8m544d3xx22fd80L76Id81veXS+82wTPLn98C174Vkod/vNteeHbi/T4Vr3wLUd6fPsm1AmRDnWIF+qYSI86yQt1VqRHHeeFOjDSo870Qp0a6VEHe6GOjvSo071Q50d6tBFeaEMiPdocL7RJkR5tmBfauEiPNtELbWakRxvrhTY40qPN9kKbHulhA3gpdXifSSvF0v37zr6XZ599NvwuynqlaxvEu1dej/8rV670l62yemrVqauG9B599NEwv9Ku4V2OrnvmmWcO5de17duwYUOYX2knda0fs7b0wgsvHCofdmJ0H+U31LXNzeyzyy+/fOi6XevlG2+8MSxf2Ybz7Ub3cfVVw99uVs+XbT3nRfmVdmHWHlBuL11tB3CKrlvWGV3bl8weLfsHvBfRdct2qKvNwnsb5cd77oV2LdIr2zW+q0ivtIH4TiM9vmsvq1atCvVKW4l6JMqvtKtpTyO9p556yl+2ymwv6kUvUV6keZm7unSV6tLouUV1admm8r/sv/DNR3pRXRrplTYudVKkF9WlkV5Ul0Z6UV0a6UV1aaQX1aWRXtkPA6dIL6pLI73SVuc5RnpRXRrpRXVppFf2/7B7I72oLo30oro00ovq0kgvqksjvagujfSiujTSi+rSSC+qS70e3yj/S7H08hv2erfffntYz5ffbtZO3nfffYPsMtu17Dd15bK6tJFZP7y0W+njlDjwv+zjUFaPre37Z8o9W7rfln16MPTHbR/MvVi6be25eR32+S7Lb7PU8f9TQpULcZFS7MJWENt6PTpTlu63EaHqj9t+2fGgs2fH/LbsKNB59MdtPyJU7ZjfRoSqP277EaFqx/y2rOzpfPvjth8RqnbMbyNC1R+3/YhQtWN+GxGq/rjt+xeb5wwZYsf8tiRU/THbjwhVO+a3EaHqj9t+RKjaMb8VoSpCtax8lxKhSr1c/krjq2vHk2+vzIv/EaEa6ZWEaqQTEaqRXmkYZCRURKhG+UWEaqRXdmCooyO9iFCN9CJCNdIrjQ3apEivNOhp4yK9iFCN9CJCNdKLCNVIryRUIx3q51LQ8/W27Xs9jF1L99uIUPXHbb9sg2jf7JjfRoSqP277EaFqx/y2tGuywYHSMKUz4/Ox/bLto3Nkx/y2tJPobPnjtl/Wj9QfdsxvI0LVH7f98huic2nH/LbsSIgEeH5wbJ5IgOj7LTsai5VQLe3geSNUn/7f/wxQUg8uaUJVg1NhOx7VpdE3GdWlkV5EqEZ6EaEa6UWEaqQXEaqRXkSoRnplH1uDU8/3AyJCNcIvIlQjvYhQjfQiQjXSiwjVSC8iVCO9kqNYiMEpbJhSKJu3bWzf60HuWbrflt8u9pg/bvsloWrpflv2m+adUG17ptxzpFParGAY6ZWEaqQDfqWQhm5X6U2ods1YekJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIF5R0CE6rw/IZVPCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIG5QUCE6tw8ChVECAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIF5R0CE6rw/IZVPCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIG5QWBihOoll1xS8SvFLlAGdfV6LEhRHud/tChVpFcu3sCCGZFeudgCC3BEetGiVJFetChVpBctShXplQGzWcAk0osWpYr0okWpIr1oUapIrwzGTyDjSK8M+MyCMpFeuShVpFMuCMJCN5FetChVpFcuzMFCGpGeFqXSolRlAOultCgV9XL5ixalKnX4Xwac59uL9KJFqSK9clGqSCdalCrSK4OrZwv5RItSRflFi1JFeuUiENTRkV60KFWkFy1KFelFi1JFetGiVJFetChVpBctShXpRYtSRXrlolSRDvV0KehF9bfXm7uVqbWQSvjMym+IRamiZ1suxsC7HelpIZUrQlyilakj/Mo6I1vAIVqZOspvqSxKtZwWUuE5epm7unTVKl+8isVronev7CNiF0R60QJ/kV7Zj2Cxnkiv7HOy+E+kV9qaWb8kWuAvyi+qS6M2NapLI72oLo30okWpIr1oUapIL1qUKtKLFqWK9Mo+NuWI9OZpgb+ofFFdGumVNn22cFG0KFWUX7QoVaRX9hH4riK9qC6N9KJFqSK9aFGqSK/kKOAZIr2nnnpqqH5hgb9Ij3rRC99kqUdaKehE36/XY4GkSKf8dnm2kV65KFWkU/ab5n1RqhJb/vtnyj1HOmU9C4aRXrkoVaQDjqVkPGipZ//TRalModxSEC5cFsjr0Zkqj/M/IlQjvbKxpLMX6ZWNG53HSC8iVCO9iFCN9CJCNdIrK3s635FeRKhGehGhGulFhGqkFxGqkZ5/sXnOkCGRXkmoRjoRoRrpRYRqpFcaQjQ4kZ4IVRGqZeW7lAjVqFEtjS++lUivNJb49iK9iFCN9EpCNdKJCNVIrzQMso5TRKhG+UWEaqRXdmCooyO9iFCN9CJCNdKLCNVIryRHaOMivYhQjfQiQjXSiwjVSK8kVEsd6mjSSrH0sg73ehi75XH+Yxx74T2M9Mo2iPYt0lu5cqXPrsK4j/RWBYRqpFfaNdngQEQCRPmVbR+do0ivtJPobEV6Zf2YtaURCRDlV35DEHWRXtmR4N2O9EQCXBHiEhGqEX5lnZF1PpYboVrawXynZX3F/4gEiPQiEiDSK+1q6qVI7+n/fXqoHqKei/QiEiDS85nNHaEa1KXRPUR1aaQX1aWRXlSXRnpRXRrpRXVppBfVpZFeVJdGelFdGulFdWmkFxGqkV5EqEZ6EaEa6UWEaqRX9rEpR6QXEaqRXlSXRnpRXRrpzUtdit0blS8iVCO9so/AdxXpRYRqpDerujQiVKPytdWltK+cV4qll+2v14PcK4/zv/x2qUMivZJQjXTKftO8E6rRM/DtI/cc6ZT1LBhGeiWhWuqAIWnjysiE6rgX1vlCQAgIASEgBITA8kMgM2Cy9OWHkO5YCAgBISAEhIAQEAJCYJ4QyOzULH2eyq6ybIzApJ6bCNWNsVWKEBACQkAICAEhMCUEMgMmS59SMZStEBACQkAICAEhIASEgBDohEBmp2bpnTKV0swQmNRzSwlVpgCW0wC520ldo1b6ugAAIABJREFUeGbI6cJCQAgIASEgBITAzBDI7IgsfWYF1YWFgBAQAkJACAgBISAEhEADDyb7dXG+Htlzy3jQ7C5TQjW7QJaeXUDpQkAICAEhIASEgBAwBDI7Iku387QVAkJACAgBISAEhIAQEAKzQCCzU7P0WZRR1+yOQPbcsvQs596EapaR0oWAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAKLDQERqovtiam8QkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAjMDAERqjODXhcWAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQmCxISBCdbE9MZVXCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIGZITAxQnX16tUVv1KOP/74ip9ECAgBISAEhIAQEAJ9EcjsiCy9b/7SFwJCQAgIASEgBISAEBACk0Qgs1Oz9EleW3lNHoHsuWU8aFaCdFGq7IS+jG2Wj9KFgBAQAkJACAiB5YdAZkdk6csPId2xEBACQkAICAEhIASEwDwhkNmpWfo8lV1l2RiBST03EaobY6sUISAEhIAQEAJCYEoIZAZMlj6lYihbISAEhIAQEAJCQAgIASHQCYHMTs3SO2UqpZkhMKnnJkK1qqrrrruu+vOf/1z9+9//XrAH+pvf/Ka66aabFux6o17omWeeGfXUuT7vkUceqb74xS9W119//VyXc6EK99xzzy3UpXQdISAEljkCmQGTpS9muGZhXyxGvC6//PLqhBUnVE8++eRcF3+p2kRzDfoSLNwBBxxQnX322UvwzvrfkuzP/pjpDCEgBGaDQGanZumzKaWu2hWBST23lFCFXIwIxklduOuNmh4E2I9+9KNqGg3vxRdfXL3gBS+oXve611U/+MEPqvXr19tlp7b92c9+Vl/zS1/6UvXggw9O/DoPPfRQ9alPfaomi0fN/MYbb6ze8pa3VCtWrBg1i7k97y9/+UuN/wtf+MLqs5/9bPXAAw+MXdZbb721euKJJ8J87rvvvuqGG24YHDv99NMH+007Tz/9dPXtb397IuVrus5XvvKVGgee9bx1GC+99NLq3HPPbSq+jgkBIbCIEMjsiCx92re2FOyLww47rPrwhz9ck5LTxmsa+WMHveENb6je/OY3V6tWrZrGJSrsrt/97r+qp556auT8v/71r1ef/vSnq/vvv3/kPOxE8thqq62qj3/849Wzzz5rydq2ILDY33VsRfoc/D7ykY9U69ata7nj9sPY/HfffXeoyLt14YUXDo4RG67rN3DEEUdUV1555eDcaewcc8wx9Tfwhz/8YSr9oXHKvGHDhuroo48eu+95zjnn1PXzQQcdNE5xdK4QEAIzRiCzU7P0GRdXl29BIHtuGQ+aZZcSqtkFsvTsApNIxxjYdddda+Pjxz/+cWOWGCp9SVc8I8y4YQvZNm3BC+Ntb3tbfd0tt9wyJeJGLQfEHvfy4he/uNpvv/2qM888s9fvjDPOqN797ncPcPnc5z5XPfzww6MWZ+zz/vrXv1YYNpOSj33sY4N723///SfSmeG92Xzzzavzzz+/JiUhJu23yy67VK9//eurK664or4Fnv0XvvCFas2aNY2/r371q3U53/Wud1V33HHHyLcPKdnkjXvooYfW1+GZ33PPPSNfh28PEnhSQlne9KY3VRDf3/3ud+fee2lS9618hMBSRiCzI7L0aWKxFOwL2hnqSdr822+/vYaLQTzq/LbfXXfdNYAXA7JNv699Nci8ww4zhcwWw1t10vLDH/6wzv+d73xn9be//a2XTYQN9fOf/3xQvje+8Y0VdtI48sc//rHOjwFNhHexDX877gdv77zzzsbzJkH+jnOf/txxbbml8K779whCFTJ0XKHv8+pXv7o66qijahvMbE+2kKIvetGL6pl4XGffffetPvjBD9YD1U02KAQn3+MrX/nKsQa1qYv4fjKhDFznNa95TXXBBRdkap3SuxLFXTIDux122KEu2yc/+cmK+xhV9t577zof6p0u8thjj1Wnnnpq7eTz5S9/uXZ4wLmC58v3LhECQmA2CGR2apk+TRuM+t5sgaatd9jDcaxJF9txljbIrOq88rnZW5Wl2/Fy25tQLTPgP43OSSedVDHquXbt2po0gjia1O/AAw+sG6IuhjYEFF4ONF6s3NXF+P/n//xzkP+ee+4Z3eJU0iA67Z786PEkLsZ9W954rUAa9v1tu+22gzwwxnjGsxAMMa6/3XbbTYRQowMJQQc+W2+9dS8ytcnY4+Mjz5e//OUVBKj/QWxzDMOUivC9731v/f8Tn/hEtccee6S/zTbbrNbjfMJEjCq77757Ta4zzcxXsJYfGFM+iNdxhW8Pw968jfA4GvWH17hhR/k++tGPjls8nS8EhMAiQkD2RfvDwvaifqTNNmEAirS232c+8xk7pbbfaGuzc6iLpzkln9lBdm2IjEmLJ7L62kOm/5KXvGRQRgbD6YCMKtgf3K/NwPjXv/5V2zqGQbbFfiGUhAkDtpku6T/5yU9MdabbSdhyS+Fdf8c73lE/r1e96lW9HAXoXz3++OPhM8SutXfA257sQ1TasRNPPLHCDuQ/72+T/QnpaudhQ44qv//97+t8ICXp0JfCDAHe6cMPP7w81Pv/kUceWdvZODBssskmI9ue2KwMUnn7kzxHGZzAGeVlL3tZ3TfgXpuE+gQHB/oRYE8ZsHu32Wabytc9zEDMPJKb8tcxISAEFgaBadpgvm62Ojra4l1v8utf/3pQn0e61DOzsEHmtc6bCaHKw4LsoQGCICI2ZfZ77WtfWz9QCKVMpy0dw7aJKP3FL34xeGnoYPip1vZi+e3VV1890GdEdlzBk/B73/teazYYNrzUNJJdvD+ZJt6H8KIBJ3+muY0iTI2zj+68885rzQJDgak73BexoZjiMu4PEhdyzsrBSO248stf/nKQH8Z5V2EaIkYfuERCWSknHgdeGE2mk4phBjYIhiy6hFVoEr4F9BiZHlV4Li996UsH97zzzjtvlNW9995bHx+HtLVMuR7eRRDHkxBrBCCj+7z/k7i28hACQmD2CMi+aH4GtIu0E9545gw6/8ycYHCL4/ajTYXEiwbXMG6Z4uvP+fznP19hJ41DHn7rW9+qaGfaBAKIchJ+qU3w0sTeg3TvIr/61a8GGDTZkE15mT3CNH3vJdp0TnSM9pH7xG72uDLDA/zNo82eGdt99tmnuuWWW8Lp2ng5YieYPh60//jHP8JnHJXHp82zLbcY3nWPZbnvZ8QdfPDB5eH0P95DEHo4ffj3xU7wgxE+XBvvuRG49EsYEPnOd75Tvyd/+tOf7PRwe9xxx9V673//+8PjXRNt4MDe98gjF6/x3XbbrWuWjXrY4lddddVEZkvxLdo3NWr/0EKM+cGr6AZuvvnmuv/A9XCmoM/nnzVkOvW2ec1ClNPplwgBITCfCEzLBqNex4YgFKYf9KHuwIkOR8FHH310I1CwWagzzKkM/gmOyM+AXUgbZJ7rvJkRqhs9tSTBppFjBE9TGE21RrDNq42RftMddwoX9wSZyOiBxV/IthgVGFQ0kJmOpV9yySX1iCUNaNd4Rq94xSvq+8IrYxTxhGrXaeB8mJDle+21V0WssexnBgG4E8M00yvTv/GNb4TTbphGxsvP8zvrrLMaf9ZhoyODx0SbPscx0PAmoLyQo5xXCoQrx0tCFe8Q0n24Chtd6kqoMtI1qtCp4vr8msJZ0AEbxwth1PK1nWeEKmESJEJACAiBDIHlYF+U946NQNuEUZ3FAqedYUDK2gHaMD/Vv8yT/xAc6I9qP5R50i4yhdVsmmzLIOdPf/rT+l4yHdIhF7AzKCMDj554KK9t/yHmDQNL67s1QhXbZByxMDuQW5lYyB8rc9s1mZWF7qabbtqJvM6uS/qsbLmmMvHc5/Fd553FtsIGbLMnjSinQ/v3v/+9Vd/yg9S094DQFaXQn7Dj4GTCrCrSt99++4EjCnE8SetKqGKvjio4FFi5CG2Rfaf0A3C4yY6Pev1xz/OE6qhT7Rl8AYOm2NCQp+aVii3e1DeAFMExwuM67n3qfCEgBKaHwDRtMLgPqwvYwnE0DRjj2U77g81IiMImmaYNMu913twTqixyxAP/7W9/2/QMxz5GuAF7wWDgmzwJ8GA1XWL5ZHLbbbdlh4bSmd5ChwUDaFI/i7dKOZkGHU2bGSpEVVVthGqbV8cohGpZhuw/hqRhjsfFuAKJTYcNTxo6KNlvxx13HFwXcjbTa0uPRqoxfLknT6iCMcQtHgL+HWQhCnSbjCYwMQ/VcQhVM7yYItQkYIcHRFNF3HT+JI5FHlMiVCeBrPIQAksfgeVgX5RP0WZGMO27SUqjmziKmZgu5M8k2gPyYDCYtnBSNhH5GAFBW0p73iZthGqbTUT+kyJUjfxvGiDHZrDwQNwjM02ymR/Ejtxiiy3qqcVNebZh1Pf4pG25puvP67tOB5Up2UyfxxM7sx/Nu5ZnyboQmV5bOt7bZegNBhjIl58nVFn/gD6QtzU5H72FIFSJ38q18HjH8zkTyoLeNddck6lMPT2yP8clVImjSH+Qflv5zOyGuC4kKvfPgEGXRcrIizBonMPv5JNPtuy0FQJCYA4RMLvKvtlJ2mAl8YkjVSZf+9rX6jqDGO5tMi0bZDHUeRMjVPEk4FcKI+D8RhUIG16mtoZ81Pz9eYQf4FptHQ0MDXvBfVwqnxcxTplCf8opp/jkjfZp5BgdIO7NJMViHjGiwIJK0bMpr9dEqDIKTANOJ4Tp/FFHYjERquW9R//p1OEKz7OGPJy0EN6AvD2hyggMaRC+XtAh/aabbvLJG+2PS6jyPptrP1MAmoQyUqamirjp/HGPMbCB0X3xxRcPZSVCdQgO/RECix6BzI7I0rve8FK3LyIcWHGeervLIk7mHYc+7QIxGUvB0CX2IHZMEwFSntf0n4VYuOYk7T5mzVgoG4habJm28rYRqnhlQlIwYJrNypkEocp0ZPAA4zZBF0IMfX6ZPcvK95PGuK1sHF9IQnUxvOtNmJlnKA4SfoC96Zyux8jP3hEjVPFY5xspw2csFKFKfwhvacrV5kSDhy19rCaSoSsWo+ixIMoHPvCBipBgXsYlVK0f1eRdTigPe3aEtOsqNiuOc6kD2+q/rvlKTwgIgRyBzE7N0n1O07LBmN7vHe+y+gCnQWy/PhzINGyQearzsueW8aD+efr9dFEqr+T3swt7naZ9i+tpsSSbdMc9hhcnRmZbI+M9VKMg3xCuFvsVjwhbqT0qn8VvZbX3SQlxx8CNRawIGNxVmghV8jCijcYYQ7UUMwQ4nnUuynO6/l9II9zKtGLFitpoYepj23RHO6fPNiJU8UKIFjozQnWnnXaqY6VRyUY/87ga1UPVpkQynapNINnpSPOu933eGMN8Z6N6M9GJ55vhXYMU8V44IlTbnpyOC4HFhUBmR2TpXe9uqdsXJQ7Um5BttGnZYjX+HCNLqWf5QSCUg6m0Gdg51157rT915H1sFvO+YsR/UsJipXQamLLWtd1pI1T9olV4lUWenpMgVIllCf5dwylYeAB7bqU3Gh5tvAcMwC60LJQttxje9SbsmS5uAwBdHCKa8oqORYQq7zuxOCELvRihylT+yO60tA996EP1ezrqlH8GJnhn3/rWt3YikIkxin4UUsuXv9yn7qOeGTVcAPWH2cr0i/zzGZdQNQwvuuiistj1f+ov+67ZXnbZZaFelGgz4Ox8vKMlQkAITBeBzE7N0n1ppmmD4YzkeR0c8bzQR4d0ZXZMFF/V65b7k7RB5q3O6/LcSjyi/wtKqBLo1ip+W9U0KpSlEYSdKT7jCp53eCYSx4bR/fJHjFUrF6tQlscx2u04W7xPI8KJRRtsCtokFk+y+yboMB4efaWNUDWvBz5ApqWUspQIVabD2ehNVy8ZFvjwxF6JT/m/JFQhbZm+E8VdMkIVb1C8n7OfeVmPQqjyPvJseQ+6EsjW0YsWrirv1//H+5V3n04oHU5I0T4/poNSTvv5uMciVD3S2hcCix+BzIDJ0rvc8VK3LyIM/vznP9e2SR8iDbLC2zPeI8sWT2mKtR2VoykNTwi7XtewSU35cQzPOwYj+6643Uao+gUrGcCOZFxCFdLHbMqu4Y44x2wGsOR8G1zHG5EOEtP9u5Dq0T2Nk7ZQhOpieNebcLTZRkzB7yL0kbApu0pJqEIS4gG9cuXKjbIwQhW7MrM9STd7cBRClfLYe942s88KaHWTf7/tWNOWAX3ulW8DG7KP7Yku0/HN9mTLAJDVLeMQqsxAo0yQ2hnZS2xbqx9HccShf2jnY39v2LChCSodEwJCYEwEMjs1Sy8vZ/WcfbeTtMGsziZv+v9+IWd4KfrpXUJGlmWepA0yb3Ve1+dWYlL+X1BCFe9Pe4Egkmiomn42sgfLnsWeKW8o+2+LFuFdSowe/7NOBA2pT8/28dzAWCjFFsJiWj4reU5C8E5l1DFrjJuuwf2Ad+YFYeQvU3IiWUqEqq3uS2cIPNp+3//+9+vKCKLPj1ZHOFlaSagyfdBXlKbH1jpH05zyj3cszz8rgy+P7UOsmzc2i2l19fzhfO6FlQJHeVft+tFWhGqEitKEwOJFIDNgsvQud7rU7YsIAzNMid/dRyyGFu0DXr3M0mHwkAHAPuRs2zUZ1DObj/ZoUkKb0MeTy67bRqhaW0OZM1J5XEIVoor8iaPeR1gN12w2zv/Sl75Unw7xS/qkPIr7lAndhSJU5/1db8KNd9U8h/CsbrM/OQ6pxznYYV1sqpJQ5T3L4uYbodrmXHDcccfV7+oohKp9a1kZIry4z2233ba+Jo4tbbMLfR7YrtRj4/YVfZ7sj0Oosrge3yp4R8L90V9Ehx9xEPsKhLmdz5aZeBIhIASmh0Bmp2bpUUmmZYPRDvi46ww0kWbxx6nTR5VJ2CDzWOf1eW5N2C0ooeoXimJKCZ4LTT8jdmgk+pBCTTccHWP6FNdglH8cwd2aEYC+01Wya/LiMSWPshF7qa+0EaqQheSdGfZLhVCFGLepVsQxOvbYY1t/FrMWfOhAdfH8KAlVFijIjJu+hGrfqTw2SMB1yimdbe+Rxbvj3jFqmaIwS7FOLh7GEiEgBBY/ApkBk6V3ueOlbl+UGDDrAMIF4qVvHV/G28IG2Hrrrat3vvOdvaeCleXy/yFIsF3wmuhDjvg8yn0G42mbuO++Hq9G8nB+JCwoyjF+GUk9LqFqHakjjzwyKkJjGotIWPnYmp3SRow1ZjrmwYUgVBfDu57ByHR7FiXleUEKd7E/baq8PetLLrkky36QXhKqvF/f/OY3B8f9Tl9ClQ56HyF2PyQ/fYwojFpTXoRYs9AtkAHY77OUcQhVe+4MLEWyevXqoe8Zb9O+Allv7wnbzLO+b77SFwJCIEYgs1Oz9CiXadpgxDz1AzUMksOn9YmbGpWZtHFtkHms8/o8twwX0lNCNbtAlt50ETt22mmn1RU/Uyy6iLHskK9dRmh9nuizUmY0ld3rsY/hQUPUZyS1zMP/ZyEiiFCMJ6Zsj/qzKSzWWPYdWWgjVK1jEMVP5X6WAqHKaPX73ve+gcGREZz++bFvi0nRYe1qEJaEKlOGiB1Fh6OUvoQqnbCugkHKs+c76xOywOfPlH9777gHP23A62X7dJ67frMsVhCFRbC8RagaEtoKgaWBQGZHZOld7nq52BeGha2eXcbJsuNt2zLeFoOOXVaXbss3Og7Zwwwe2j1CL41qE3GehSqifcJG6jLYaWVqI1S9zZNhYXZT0yIzdr1yiz0CyURnZ/369eXh1v/MGAEDa5vZYh/PUhaCUF1M73r5LHhP7HmxcFoXwX6yc7osNkeeJaGK/UVYDK5Z2mJ9CdU+U9EpB303bOeus7tKTGxGGRhAzOIgUN5DeY7/T/iXMm6sP+73aTcuuOACnzS0PyqhagN8TWS0d17gXo866qiha3f5g+1s7wpb6lmJEBAC00Mgs1Oz9Kwk07TBypin1OGTGNQe1waZxzove25ZevY8U0KVxQPIbJJCY0GFzyr1XcRiXjL9pUloDAn4zUgmUz74ERuIaxGLhwaxSUx3koYphgRMPIQWDV75I+akNYIw/uXx6H9XA8HutYlQ9cZX1jHwnYsoZqxdZ5RtVyMcDxRG2ftMPfflsVVVDeu+hCoxibpKSahyHhUmeZSGpRGqeDPbOxttd9ttt/o9IVh/F6HDBpnP1M3Mq4FYZHRQmgxURs9sip1hR754ijOtv024Xzq7eGNQiRPnLfoZcf2GN7whNWpFqLahreNCQAgsJ/uCp/3+97+/bhtGmfpub4tvHyH52mwlO2+ULe0G5BC2T2TfkMYMH9objP9Mx6d3Hey08rYRqj/84Q8HdhnhliIZh1ClXeT+xhm8555tdhF5zZpAWQhbbrG96/bemH1jNtQohCqrMncRb9NjayHMLsKTG+cSL0aoMiU9sjstjb4XZSeProKHJOcwUB4JoSkIV9HWufd1E/nRl6Ov1qWO4r6Ji/rjH/+4dqqJbE/SWKcDPeo++juRjEqofvvb365xaJpdabatvR9lPyEqT5kGeQx5bXkQMkEiBITA4kDA13OTtMGYtWQ8A3UDC1y31bldERvHBllMdV5fHnRBCVVraIkh1EVoxHkR2qZGMTULd2amrLGoFMYqXnXWwOy4446Nl+M4ukz5Zz+bntGYSc+DBA638k1i4a3o8k2EKkSvXZ8YTZHMmlB9+OGH64UWKOcoU2HAFUODc6moyGehCVVwxbuUVZh9IGir6PCeZZ8OJAYj+/6Hlynl7rLIGQQpLv2Qk5nRSSVrAxUMbDR5cGNwlt4wlAUPIWISN4kF3QZ/ppFmP+6ZPPkRMzkizq0C1pT/JsR1TAgsbwSWk33BlFrqzLe//e1hndn1TYDgtPqXLTYQxMysxKawjxt+KSt/G6EK0QMOtFtZGIVxCFUG7cmfsAWjCoOmNnvLnl1bezzqtbqc14VQHceWW6zvOjHlIeuwoWzh24UmVHl+dAp5T3hOJkaoYlNhb2655Zb1ILy3Pdk3W5FFlbrIMcccU9vaTbPpbHEu8m5ba+KQQw4Zqp/sfc+cQKyMOASYLkRCZn9id5sez4rBmlJGIVSxxVm8mHokytOuAels12dL+Lm+Qn3g8/ALuvbNS/pCQAgsLALTtMH87AjqiK985SsTublxbJDFVOfNNaG6zTbb1BU/XmtdxALwe0MgO6/0tmNElhcI0oiHnwkEjo32Q6RyHh6FkGA0ytOShSBUDb/IwxfPSWuEM+N+VEKVEVk8KsEQ79Lox3Ox67PqaaRji5KZXh+PaaaoE4eJxaUQI1Qhj7n3tt/hhx9el29cD1WujZct+TDV0QRjlfuyRamYHsRgQCm4xxNPCz22mfAeE9AeI5Up/5mYcc21u0zlf+qpp+oYeBiGnENHzlYXzq5BOivUog+p3yTmsYMxm3XkRag2IahjQkAIgMBysi+MaMADa1TBOwvbhwVnrH2kzsazalYybULV2hLuMxIbXKcdzWRUQhXvEGwS7LJxPEVwSMCe8PYRZWoibrJ7aUufB1tuMb7r2PcMduywww71zBxsO945wmu12Z4cx0kEfX7jeKjyfOkbURYG5yG2ESNULfYuOgxulzYYhCd1DA4Y9COyQQbyxFbFcaDJyxIvdatr+A6YLdUm9P+YcQUWnNPF4QW71fDLnAu4Lp6spocNHskohKrZv23kprfHKUeb81BUPr57uwe2e+21V6SmNCEgBOYMgWnaYNa3Jj6+rx+a6ueu8IxjgyymOm9uCVUIH2sU20Yleai+QWTaTF8xQrXNs88aS0YTzTvOG/Xeq7BvGZr0uxKqTOcYRTCQjARjtflSTjzxxMFHxvSeSDyhyoffVTBS+OAgAM8444zaOMRA9D8Ls8CHjlHlj2X7XQwpynjLLbfUxqPvGJoRt91229WrGDNK3vTDEKZskyBUKZMRqBZg3/4bocr7zvfBe1EKRjDT7Xmeq1atKg/X/3lnMdYfeuih8DiJvN/m2YLxnE1pjDLAQISwINh1FyEEB/h1JVT5/jKxTnBTJzc7V+lCQAgsfQSWk33BvVIXUr9mbXfbE8euoA1iNgPtgJFW5Ek7c/7557dlMZXj3vbKLjCqTUR+tuo292n2nr+Oxa3/7Gc/65OH9o1Q7evtYbHDmvIeulDwh/afsh988MH17BIGIvnPj0Hq0rEgyKJX0qxtucX4rjOzh2+LqdcWpssIVRYparI77RgOCfZcxyVUeeBGoNqgvP03QhUdBvyjzjbPYJ999qnLU4YOsJeJ/gS2ZVt/yb5v7PHzzjvPTm/dQugS/qqrMw5lNvy6EqqZI4L1Ecmv66AFdQP6eOw2CWG5rJxsCTnSV+hP+zyyZ9Q3X+kLASEwPQSmaYNRTzFrmwEdrgPvYXUEM79Z32VUGdcGWUx13tQJ1b5BWu2hrV27tn6gECxdFhFgKrK9AH0XxOGaXQlVMyzwkDShMWZqDtenvNOYkt+FUKUhZ+rbKPFL/chrRKhabCRIvMwI94TqqB03w7TcdpkmVp7T5T9YMY2H6Z88RxMjVGcx5Z8y0InifeIDRUpClTQqv9IAg0wlnXMhd1ksqhTyhHT091vq8N9Pw7/wwgsjlYml4WVh309TpjaKJkK1CSUdEwJLC4HMjsjS2+5+OdkX2EPUrXiWjirf+9736jxsgI5ZPFtssUWdRt6TjLfVp4xGuGRT/mnjCGsTzbrpch0Gerk/fmV7iXeezeohNEAmRqh2jWtu+Vj4nFEcBMiDle4hUPE4MVKZtt/uhy0220LLtGw57mOxvesMjDOwjX3nvZCNUJ3FlH9wxK7k/bDFTa3f4wlVZm+VZD99A4sFyvkM5NC38HLzzTfXU0mNPPbH/D59Hvu+Rv1+fX5t+/ZdLDShSj1CHUForBKrssy8L/QxraxtDkDl+fw3G9ryGLV+ifJm6GGGAAAgAElEQVRWmhAQAhsjkNmpWfrGOVTVtGwwbAPCXzL7yAaAqKOt7qWeyBYij8rp0yZhg8xjnZc9t4kRqh5Ev59d2OtE+8Sx5EFCdHURApdbA4HHYV/pQqhiAGyyySb1dbieF4ztL3zhC/UxPDaOPvpof7h1H68PvA8feOCBepSaa/kfU1/s/jBI/TH2OReSCR3ibHrjrPXi/zfN3PKPCFU6Yxz309DLfD2h2sWruDy/6f80jHBGsYmVFHUqZk2o4q0A3jYqHxGqGLksvmAdPe6HjiVlh/BvinfahLUds1GqaAQbzwW7rumPsxWhOg56OlcILG0EMjsiS29DYznZF0Y6NpF+TXjZwJofREYf8spmtdBW4ZU2SaF9YZYJRj72TGnz8N9ifuEpGh03IojysfJ3X7FFrzi/bO/8AkLZgo5czwhVVlDvKrTdDIgy7ZoORV+hk8QMEaZUYxd4oRzcDz86TZmnnT9nkvvTsOWsfIvpXcczlWfBO1Y6jcyaULX6kS1i35EnVM8+++w6JIXNXOL7Y8Ez3iv6CevWrbPHMtLWyvDhD394o9ABvEN9+zhthbBvYqEJVeKgcm08arvInnvuOfh+IawzB5csL/tG7PufZqi6rAxKFwLLCYHMTs3SS2ymaYMR5pC6gFkDXgjfY3UiW+rcPjJJG2Te6ryuz60Nr3RRquzEUS6M4QoxxEPs6ul4wQUXDB5+0zTmrJxdCFWb/rXHHnuE2WAUWbkpe7ZqZXQynpK4VjNKSeeAoO/+Z1OvyZdYlv5YtP/HP/4xukyaxkq65M2vJFQhqO1Y02IGRqhixBMHdJIyaSOcqUYYapk38ywJVT+CbKsSR4QqU7t4LugzZZ7OFwussSjDuIJHKnnz3pVxssibd5tKruwIjHrdvlP+mXqaiab8Z8goXQgsTgQyOyJLb7rL5WRfYNRSV0LOGfHRhE15jPaHdgW7BgKolP33339gG9BeTNrbyUILYBsRxqa0dbg3rkus0fJY+R8vjL7kASQH+fMrCVUbQG8jNYxQBauu8vvf/76+Zklidz3fCLCIRGZw3nufYFs0xbrses2uepO25ey6i+ldhwyEdPQEpd0H21kSqjhnmOOIzZCy98mXFwIVryY8Uqkn+N7ouxC2a1yhD8cUVLwxLcyVz5P4pTiOTKqfwbdt33lXQjULV8D5lpd5fPmyl/tGQpeERqln/8GDfqJdY/Xq1XaodUsdbmuAcD6kiUQICIHpIpDZqVm6L800bTCIWgbFI0932lMctqyeod4wPsKXL9u3NmMSNsi81XldnluGi09fEELV4nViVHQViD4e/Etf+tKNDN8uebQRqowiQrLhBRrFrbRr4FFhZBzl6UNuMd2DlziSaMo/DTqrwPaJVxrlTZonpHlZvBCniXuxhYB4uSMDnIYdt/RRQg7460X7kzTCMXKYqtT0HO0Z4tXD/bb9jjrqqBqjUWOoQgJSeflV7H2A+ohQBSc8hzfddNPamMVjYBLCiDcLWNDpyoxGDFA6BFx/lI56WU7i4PKOYUA3iZHNlC0TEaoZMkoXAosTgcyAydKb7nI52Rfm2dA0syTDijaemRK0admME4ghmxlD/Q0R0zZtNbtelE5bxKydTMzbCsLXhDSM+L6eW3a+31r4HGJZesEeMBvhiCOOqL3lmN4WCV60K1eu7GWXMtgLnk2er9G1SKMtpZMUhfuxc0rvk8MOO8wOTX07SVvOF3axvOu8lyys2uTBaYQqdmqb7clxT+KNEkP1lFNOqUNDsBiVvdcMVqxfv76G2DrHnlDlwEEHHVTbiQy8M2sp67/459Rl39ZMiDrjdj5hAChj1/u186ItjgF8b/y6EqqZnn8WbYQqC7bSZyWUWjRgFZWVNGKnWnn7LCrFgsJ2Hv2NST2vrJxKFwJCoKoyOzVLN8ymaYMZUQvnYIsP2nVte9lllw3qC+oN2qVyYNl0/XYaNsg81Xltz81j0bQ/dUKVCh7jlYeHgdRVWFmSczAIRpEmQpVyMCKIlwSenG1CmAJrtFhYYBISEarky2IDeGdA/HV50bOyEDMDDwqmXnuBILZpfRbHCO9XOjB0XDBmxrmuv1bT/qSN8LbOlhmVGIrEMmv74T3DMx+VUOXe8dI0rCGvfQctI1QtJhqkd0RyN2GaHbPFMErjudSnQsaLAA+dclphqdv2n7jD4Mf9U8FnP1tUA73sGYpQbUNbx4XA4kIgM2Cy9Ozulpt9YV6UTcREhhVkCXWyX6wx0qWdMHuHLR5XC2ETUJaIULXZPrSZ47ZLEI/MvCk7HDYFDZsQAhmvTwhMi2veRAJHGPo0bDFwZCZSXxwpByQTBI23H3z+7DPrhHbbnhv2bUaal+eO+3/StpyVZzG965ntYvdihCp2UJvtyXEWGLNn2ZVg5B2wcyDz+G4222yzOg37ynuaZoQq7xs2L+TcOAuX2H2zZUYc7yOxj5sEexevcwbX+/QVozwhjg0LvunM/iTd9LJ1BfoQqiyaRX5f+tKXomKlaRDA9qzoq7AIbJvwfOkfcz2eWUYIt+Wj40JACPRDILNTs3TLfVo2GDHwCQlEXYCTUpNQD1udx7Zt5vW0bJB5qvPanlsTnv5YSqjyUKIH0/fCZiD3XRHVVrnEsBhFMkIVwgrCkqksjAR3EQwLm+bVx0O1Ke+MUMUwMy8KAgdPcsSRaTfcNx8R8TQ9YYdnyi9+8Yvao5AFKQiHMEnPlBKLaRnh5XXsvxGq01yUyjwq6PiZ8AwxEsupTBmhSnw14sDyjBipHiXeml2bLR1BDEoI2i7C9821MTQzb9Yu+Rx33HF1Pl09VLkmo/uRiFCNUFGaEFi8CGR2RJae3elysi+Ykkt9iv1SEoIZPpZ+5JFH1vUx7WDTTA70sTloM6iT7TfK6tN27T5be57eQ5XzIRgoC+GHzj///D5ZtuoSH5+8IZ3KWSGEEMJWArdddtmlE9FRXpCQS+TfF0MIEwsNhT3bJngU2vNii3fxJGY7tV13GrbcUnvXjVCd5qJUhL+w52/ekXSWseVKgi4jVHnWtkI93+C4s5UYQMCbnry6hOdgwARCle+t65T56P0kH8OiiWikj2N6UX+XvPsQqjvssEOd3znnnBMVqzGNARAjVcHA1luITqJusH4CZDX1u0QICIGFQSCzU7N0SjUtG4yBNCNJcQRrk2uuuWZQ51H3UddmA1jTtkHmpc7LnlvGg2YYp4Rq39WtogvYaB3kURS3MRvVheizaWf77rtvlHVrWkmoEqh/xx13rDsjeGbC6PcRpngdfvjhfU5p1M0IVU6iIbVG3oLIN2bW4SCdJEa+yRdPiczbAUPECF06b0zVGdeoioo3DSM8uo6lUWlw79MkVPn4uAar8JqYYWv/bZsRqhzHixiDirx23XXX8NuxfJq2GLN43rznPe/pFRvVykanuk+MFV8Wi7/bRqiyyjQd2aYVk0WoemS1LwSEAAgsN/vihBUn1G1C1ymhTE/FUCZGPG2J/bBjaGNKUhabBG84ZscwbdX0bUtcLqasj7s4YtPbmxGqnGOLKuKtOUpc/ei62FpmG9iMnVIPO5XOkLXJTN+nre/qbWrER7nwaXkd/mMnM2uK9pNYt4Y9HoMQyaWHLmUjX56z2W12DlvsaGwt7N/IBo/K0DdtGrbcUnvXF4JQ9eSgxcLn/YieexOhCvFpjhebb775YKXovu8F+nw32IB9BuetbHhdlgMcXctw1VVXDb6dJkKVeoTvhFBXkAeRdCVUsZWxZfnmvLNKlGeWRnkI+0aZqG+YsQgZzvPkWVIWQpKYZyoDLtyrRAgIgflDYFo2GJwM6xHB02EbWJvPgDPhXjhWclw4dWFDMKhn+rbFBjr00EPrugTv/oW0Qea5zuvLg06NUMXgZOSMaVOMNkfCamR4oDKlDFdopmPRWGy//faDB953MSauA3lojD2dAGKBQiqR/zQ7A9E9ZmlNhCqG+hZbbFFjwKJEJnwg5Udix5q23LMZ23RK2jxUaLjNq4IPbhIhCMryjWKE46152mmnlVl1+m+dpmkSqjbNnQ5Xmxhp6b2kwZ2OESPz5uEJ/hh7TaPV0bXI68ADD6zj5JadsEjfp9mCUlybco7yzuHtzPm8d03CM22bWiZCtQlBHRMCyw+B5Whf4CFJncq9dxEG9tDPfuUAMbFBM12f3landylbptNEqFr7SlmIBWYy6urghE3AtoE8blqc067D1H0jRykDbWNb22pkDJ2eLmKxxz3efh87xgsdK3+8aZ+4+tOQadhyS+1dN2eGaXqo+mnuWZ/Lnr+RlmUYKMg57C28mGwAAU9n9PqShNixvK84o/QROtiEnuJdJiTUKF7WDPxwPguvtM20y5xLrMz2DZNfUwxVs1Oxu8cV6iYLlcd16Uv7xafABY/3UWzzccum84WAEOiGwLRsMGLhUy80/coFur3t0nSecWeZzrRskHms8+aCUP3zn/9cN6Q0LG2NMOQhRiSEZ/kAmapSelE0vcaQM8ccc0zFlHXLC6OAjkNbOZryLY+R17jEbBOhyvUs2Ljv9DAVp2/oBIxocKTjgLdrnwYYDyAjIsGTUfYu03ZKvKL/oxjh3DvlKacvRfmXaYwccw9dCVU6reiXlUeZr//Px8c5EKBtwiJR6EKoYkDiFYQBRaeW/wgLY3n8mToF4QpZmgmrpTLSxIqp5P/Vr361IoYqBC1GMQMUrDjM9RhgQBfynHcDA41FyPDu9sYb70FfYdE3BkfaDPsu+eI5xL0QI04iBITA8kZgOdoXhG6hLaBejjzOlsob0USoMlCO5xwYmAcexA/2Dduugg1j5DFtNW1mV8FuswWmaJPwlm0ijGym1K9+9auul1h0epO25Zbiu47txvvSlVAl/BH6/MqOcfaC4CFp57QNMmDnoYtNyHcF+YmzBVPW8WZGuC7xey1Pvj1swaY+AIQjoSd22mmn+jw6/rwfdJa5FjYtXqvYn3wTLJ6GfceaGXhj4mTDN+P7g8TS7SvcA/kQ/29c8Q4GTYTqlltuWd/z2rVrx73k4HxCzNGvwJbGSQH8WRdjkv3ZwcW0IwSEgBCYMQLzVOfNlFCF6PnJT35SEx9941wximgjojTgTDfOgoSXz5vrQkBaUH46HnS68Hyj0YZMxOhmWjENOaQaJC4GAyOyTJnCRZrg6RjmpDPVBI8IGjDuCTIPz1mmy5M/q3WOI22EKnl770XILzNs2G8T7of4nRCJTCEZ1bAAR7suW4yeUhjBZaog18Rjo8sPA8HyhSBtOwfiz/TpUHlsyvKU/3k/7NyMUOUeIMmNrLTg0cTO7SoYjVwHMrNJGEQwwpJnxHvP1J3IcIZAxY3fys920003rQ1QK6u/FmSp123axzOHqUO814xK4bWAMQyZDMFq5+JBvhDyrW99q8J4prPLYAyda1bPpdNKWSinRAgIgeWJAPXdcrUvLM4nA2RLWZoIVe6bwUab0YBHng2es+V/kzDgTvuGbYk9SHsdtaFNeXAMsoqYkNY+0pZHs37IG+8+bLAmIqbtegt5fB5suaX4rtsMsYxQxXbGE5N3FGEBKXu/uk7pZkqnndPmlYndiS4EKt8C4SXw0sY29YJdbtP/LW/s0a997WuhUwmhREyvbcuUfq6NpzdhTFgsDy9PbHQIXjsfb9WyXL6Mk9qH8MXe5N6oh7BB6ffR56Ms9COzwSyeHzo4RUiEgBAQAkJg8SMwdUKV4K1cpBTizzA9nZibTSOY5Xn+P4QojTUji308U5neYR6INGqlRx0kKZ4I1kCPuyW+Uynr1q2rjQPcqiHU2n5+BJbOQJu+vz/2/ZQ3XxbSCXOAgYSB0od49Pn4ffPmALdo9UqMcIwNYgcxyk0Yh2n/+sSWxUvSnnlGqBLLk2lmkIwYeqYP0dlV8P7kPAzQJjGPS3R5lozS4yWQCUatD4OBkceAQGRk0uG0gQmIfzp+xFFl5J+OCgQtRi8dwOh8KwMj/IYBz38hhPIwOgUpbMH9rQxssxh3C1E2XUMICIHJIZDZEVn6crcvbIrXtKZtT+7JDufEYogstEI72mbjcNzihmJPtOlDVvr2Aa+4SLAlaZuJBwmO2K99ZupEedI+2kKllIE2uhQGijk2zRAJ5TXH/T8PttxifdebsDev5oxQpf8Akcc7hd3m32s8drsItpOd1zSDjveS78t0cTRpugYDCJTb9Hmf+Yayfh6LsJou3z7fJYPlLJBFfD88OPGmbfOytO97IUlK2hk8ahnY9/0A7oc1ODIxBwQG/CRCQAgsbQQyOzVLX9poLP67y57bxAhVFtOJFtSJLow3JyTouKPwjPLZVK6+j8hifuKNGQlkDaTZ/vvvX4+IMuqIZ4EnKs0IaNrutttuUfZ1Gjgw/QvDhtHmaf68ZwUGD9NoIDMZYeUlGBXH6OYYNcdIAitGjiPJRm4j3YVOw1i0Z9o0PY9yQUh7QpJ3pqvgDc116Lg1CUalvXd4AHcR3l88arqsFAzhD3E67nR7C3x/+umndynixHXwhrbnhgftuJ3giRdQGQoBITASApEdQUZR+nK3L5hdQj2IN5dv90cCfoFPYoAPzy+mzeJBN02bqCSFaMsZfISgY0oxA4mTFOK5044T7z6SffbZp35u3P9iklnacov5XW96xgwo8A3j+dgkvMM+diZT87sKRKXZS02LiUL+28AFDhJd6xRmDPI9ZUSqlZPvjjBT5klu6X23eONzPzjpzEJYe8PwJAZyhim2uc2OnIQDyyzuVdcUAkKgOwKRncrZWXr3nKU5CwSy55bxoFkZ00WpshOiC7fF68nymmQ6RgENL7GH+gjnYUBiJODJwFQZDAFGeGlAIYntR/Bym5LT5xrT1qXM046rgwclHaLFKBCLGLQQdNEgQXlPvON420JK9hGmKxFzihHuNmHqIb95Fgz0LvcyrXvgvWZ6Jp4NGK0SISAElgYCkR3BnUXpy92+II46Hfs+5MrSeEvGuwvCEDV56o2X+/Nn49EWDV5jU+JtyGIybdOvJ1GOpZLHUn3X99hjj5qM7OJ0AikH4cnMpT5i3sV4g7YJ3wYzj7qSqW35TeM43xaOIuM6BoxTNsIRgFMTiUyoLupn1kWQCAEhsPQRiOxU7jpLX/qILO47nNRzmwihurihVOmFwMYINE3B31j7+RTI2rZpTNm5So8RGOU5xDkpVQgIgXlBIDNgsvR5KfcsymHebV1jKc6ijLrmMALMhIFkIValpDsCetefx2oUu4dB53kYfOr+tOdfs8tzsLjPv/vdf83/DamEQkAIjI1AZqdm6WNfUBlMFYFJPTcRqlN9TMpcCAgBISAEhIAQ8AhkBkyW7s9dTvt4N+677751SKXldN+L/V4Jz8Nz67qw6mK/30mUX+/6JFBUHguNAIu58q1P2xt+oe9L1xMCQiBGILNTs/Q4F6XOCwKTem4pobr6nNUVv1ImdeEyX/0XAkJACAgBISAElj4CmR2RpS99RHSHQkAICAEhIASEgBAQAvOMQGanZunzfC8qWx6qIeNBM8xSQrXv6lbZBZQuBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQmFcE+vKgIlTn9UmqXEJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAITB0BEapTh1gXEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJgqSAgQnWpPEndhxAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACU0dg6oSqgu5O/RnqAkJACAgBISAEliwCmR2RpS9ZIHRjQkAICAEhIASEgBAQAosCgcxOzdIXxU0t40Jmz21ihOoDDzxQ8Sslu3Cpp/9CQAgIASEgBISAECgRyOyILL08X/+FgBAQAkJACAgBISAEhMBCIpDZqVn6QpZN1+qPQPbcMh40u0K6KFV2QnbhTF/pQkAICAEhIASEgBAwBDI7Iku387QVAkJACAgBISAEhIAQEAKzQCCzU7P0WZRR1+yOwKSemwjV7phLUwgIASEgBISAEBgTgcyAydLHvJxOFwJCQAgIASEgBISAEBACYyGQ2alZ+lgX08lTR2BSz21kQpUC+J+/4yeffHLomOmdfPLJXq165JFHQr3TTz99SA+3W8vDb1evXj2kd88994R6F1100ZDebbfdFupddtllQ3o33HBDqLdu3bohvauvvjrUu/7664f01q5dG+rdeuutQ3oXX3xxqHf33XcP6Z177rmh3v333z+kd8YZZ4R6Dz/88JDeKaecEuo98cQTQ3onrDgh1HvuuecGek8//XSoc9JJJw102HnsscdCvdNOO21I78EHHwz1zj777CG9e++9N9S74IILhvTuuOOOUO/SSy8d0rvppptCvX/+zz+H9K655ppQ79prrx3Su+KKK0K9m2++eUhvzZo1od6dd945pHf++eeHeuvXrx/SO+uss0K9hx56aEjv1FNPDfUef/zxIb0VK1aEes8888xAj33/vdo+53ohbzvmt5TFC2X1x22fe/PCvdsxvwUrL2Dpj9s+2Hvh2dgxv+VZeuFZ++O2z7vhhXfHjvkt75oX3kV/3PZ5d73wbhPrpfzxLXjhWyl1+M+35YVvL9LjW/XCtxzp8e2bUCdEOtQhXqhjIj3qJC/UWZEedZwX6sBIjzrTC3VqpEcd7IU6OtKjTvdCnR/p0UZ4oQ2J9GhzvNAmRXq0YV5o4yI92kQvtJmRXhnehzY40qPN9kKbHulhA3gpdXiXSSvF0u1dt63Xe/bZZ8PvoqxXurZBvHt2Hb9duXKlv2yV1VOrTl01pPfoo4+G+ZV2De+yv57tn3nmmUP5dW37NmzYEOZX2kld68esLb3wwguHynfXXXeF1y2/oa5tbmafXX755UPX7Vov33jjjWH5yjacb9eegd9efdXwt5vV82Vbz3k+H9sv7cKsPaDcXrraDuBk1/Lbss7o2r5k9ijP3Qvvhb+e7ZftUFebhffW8vBb3nMvtGv+uO2X7RrflR3z29IG4jv1x22f79rLqlWrQr3SVqIesTz8trSraU/9cdt/6qmn/GWrzPaiXvRi55dbrzN3dekq1aXl8+J/VJeWbSr/y/4L33ykF9WlkV5p41InRXpRXRrpRXVppBfVpZFeVJdGelFdGumV/TBwivSiujTSK211nmOkF9WlkV5Ul0Z6Zf8PuzfSi+rSSC+qSyO9qC6N9KK6NNKL6tJIL6pLI72oLo30orrU6/FN8r8USy+/Ya93++23h/V8+e1m7eR99903yC6zXct+U1cuq0sbmfXDS7uVPk6JA//LPg5l9djavn+m3LOl+23ZpwdDf9z2wdyLpdvWnpvXGWU/JVQvueSSil8pdmEriG29Hp0pS/fbiFD1x22/7HjQ2bNjflt2FOg8+uO2HxGqdsxvI0LVH7f9iFC1Y35bVvZ0vv1x248IVTvmtxGh6o/bfkSo2jG/jQhVf9z2/YvNc4YMsWN+WxKq/pjtR4SqHfPbiFD1x20/IlTtmN+KUBWhWla+S4lQjRqu0vjq2vHk24vyiwjVSK8kVCOdiFCN9ErDICOhIkI1yi8iVCO9sgNDHR3pRYRqpBcRqpFeaWzQJkV6pUFPGxfpRYRqpBcRqpFeRKhGeiWhGulQP5eCnq+3bd/rYexaut9GhKo/bvtlG0T7Zsf8NiJU/XHbjwhVO+a3pV2TDQ6UhimdGZ+P7ZdtH50jO+a3pZ1EZ8sft/2yfqT+sGN+GxGq/rjtl98QnUs75rdlR0IkwPODY/NEAkTfb0QCRHplO5R1FEsSYKEI1dIOnjdC9en//c8AJfXgkiZUNTgVtuNRXRp9a1FdGulFhGqkFxGqkV5EqEZ6EaEa6UWEaqRX9rE1OPW8o1tZl2bOVxGhGuEcEaqRXkSoRnoRoRrpRYRqpFdyFAsxOIUNUwpl87aN7Xs9yD1L99vy26Wd9MdtvyRULd1vy37TvBOqbc+Ue450SpsVDCO9klCNdMCvlIwHLfXsf0qokjkXlQgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASWKgJ9edCUUDUG9/+zdx5e99TU+v9v7L333it2xYK9oGLBjkuxYAcV+++KXVS8S5YIfLFQlqKCFL2g2HAJiKK4rNguqOe3PuN9Xva7v3vPZObMect5d9aakzlJJsk8ySQ7T3aSdQWq3qsQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoGxPGgRqlVnCoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQmDPIlCE6p4t+nrxQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgEBiLwMoJVe0poIRk24xyIIXcrR0dSmX9de8Pb+DADPlZ2x+2wAEc1l/30aFU8rN2dCiV9dd9dCiV/KztN8zmABPrr/voUCr5WTs6lMr66z46lEp+1vab8bORsfXXvd/wmQNl5GdtfyiV9dO9PxCEg27kZ+3oUCrrr3t/MAcHIMjP2nUoVR1K5TewXqdDqWiX/eUPA+Fb8WH47zec59uLwkWHUkXh/KFUUZjoUKoonN9cPTvIJzqUKoovOpQqCucPgaCNjsJFh1JF4aJDqaJw0aFUUbjoUKooXHQoVRQuOpQqChcdShWF84dSRWFon70hnG23dW/D7biTqesglbDM/DfEoVQqT2v7wxio29Zf93WQyvkhLtHJ1MLM2r7NyA5wiE6mtvHofl0OpdpLB6lQdtbsuLZ03z6bvQWH16i+WduPEZELrL/uowP+5GdtP47gsB7rr3s/5uTwH/lZ28ua2bgkOuDPxqP7qC2N+tSoLY3CRW1pFC46lCoKFx1KFYWLDqWKwkWHUkXh/BibfEThdtIBf1H+orY0Cudl+uzgouhQqii+6FCqKJwfI/BdReGitjQKFx1KFYWLDqWKwnmOAp4hCnf11Vdval844C8KR7toDd+hD4ebN4TRN2ttG44DkhCAw9MAACAASURBVKyf7v23S9nKz9r+UCrrp3s/btrph1J5bPlvy5R3jsL4dhYMo3D+UKooDNh5Izy9e/Y/XfLPB+4/ciIhIyTiM2QTYDDl/fkfEapRON9ZMtiLwvnOjcFjFC4iVKNwEaEahYsI1Sicb+wZfEfhIkI1ChcRqlG4iFCNwkWEahTOVmzKGTIkCucJ1ShMRKhG4SJCNQrnBSE6nChcEapFqPrGd50IVTX81vbCF9+K9de9F5b49uRn7YhQtf6694Sq3K0dEarWX/deMMgGThGhqjisHRGq1l/3fgBDGy0/a0eEqvXXfUSoys/aEaFq/XXvyRH6OPlZOyJUrb/uI0JVftaOCFXrr3tPqMpdNm00997I3bfhNhzCrvfnP8KxNdTDKJzvg+jfonAnnniijW6BcB+F2xcQqlE4L9dkkwMRCRDF5/s+BkdROC8nMdiKwvn2MetLIxIgis9/QxB1UTg/kKBuR+GKBDg/xCUiVCP8fJuRDT72GqHq5WC+U7VT1o5IAOuv+4gEkJ+1vVxNu2T9dX/N/16zqR2inZOftSMSwPrr3ka24wjVoC1Vvq0dtaXWX/dRWyo/a0dtqfXXfdSWys/aUVtq/XUftaXys3bUllp/3UdtqfysHbWl1l/3EaEqP2tHhKr1131EqMrP2hGhav1178fY5EN+1o4IVeuv+6gtlZ+1o7bU+ut+p7SlyL3Kk7UjQtX6696PEfiu5GftiFC1/rrfrrY0IlSVJ2sPtaX0r4T3Ru6+/7XhIPe8P//9t0sbEoXzhGoUxo+bdjqharHXve0feWe5W9u3s2Bo/XXvCVW5ywZD7r3JeFAfTv9TQlUBvJ0l7MPV/0KgECgECoFCoBAoBDwCmRyRufvn638hUAgUAoVAIVAIFAKFQCGwlQhkcmrmvpV5q7TGIzBXuRWhOh77eqIQKAQKgUKgECgEJiKQCTCZ+8Rk6rFCoBAoBAqBQqAQKAQKgUJgFgQyOTVznyXRimRlCMxVbkWorqyIKuJCoBAoBAqBQqAQ8AhkAkzm7p+v/4VAIVAIFAKFQCFQCBQChcBWIpDJqZn7Vuat0hqPwFzllhKq7BPq9wolm3MlPP6V64lCoBAoBAqBQqAQ2O0IZHJE5r7b37fyXwgUAoVAIVAIFAKFQCGwuxHI5NTMfXe/7frnPiu3jAfNEEkJVW3Wmj1Y7oVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCOx2BMbyoEWo7vYSr/wXAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwGQEilCdDF09WAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAJ7DYEiVPdaidf7FgKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChcBkBFZOqI5NYPKb1IOFQCFQCBQChUAhsHYIZHJE5r52ANQLFQKFQCFQCBQChUAhUAjsKgQyOTVz31Uvtwczm5Vb5p5BlO6h+pOf/GTB5U12GpYPV/8LgUKgECgECoFCoBDwCGRyRObun6//hUAhUAgUAoVAIVAIFAKFwFYikMmpmftW5q3SGo9AVm4ZD5qlkBKq2QNZwln4ci8ECoFCoBAoBAqBQkAIZHJE5q7nyi4ECoFCoBAoBAqBQqAQKAS2A4FMTs3ctyOPlWY7AnOV254lVC+55JLFCSecsPjXv/7VjvrIkGecccbi5z//+cZTf//73xfnnnvuxv/s5ve//33mtRL3H/7wh4tPfepTi7/97W8rid9H+vnPf37xzne+c/Hb3/7We83+/5xzzll8+MMfXvzzn/+cPe5lIvzzn/+8eMELXrD40Y9+tEw0a/Psv//977V5l3qRQqAQ6EcgE2Ay9/7Ydp7vVsgXO++th3OErHHWWWdtCvjtb397sH/+wx/+sNjKPgK58Mgjj1z8+te/3pTX+rMZgTe96U2Lz3zmMwtk21WbY489dnHqqaeuOpldHf83v/nNBWXyu9/9ble/x1yZ38o2Y648VzyFQCGwsxHI5NTMfWe/TeVurnLbFkL1Bz/4weIxj3nMAmJtbhIPAbiFJH3d6163uM51rrO43/3utzjttNNWUqPe8pa3LK573et25CEJ/PWvf+3SPOCAAxY//vGPwzQh/u52t7t1QtHVV18dhpnbkQENWNzqVrfq0v3Nb34zdxKb4vvoRz/apXejG91o8epXv7rDZVOAGf+8/OUv79J64AMfuPjud787Y8zLRcUgBMypH8997nNnEYAh77OBDd+FrXNf/vKXm17gmmuuWRx++OGz5K8vwRe/+MUdDscff/zg4LovnlX4fec731kwOVKmECgE5kEgE2Ay9zGp7hX5wmNy9NFHLx760IcuvnD8F7zXjvl/+umnd/3e4x//+I08IQ/d6U53Wpx88skbbv7mRS960eLJT37y4sorr/ReK/tP33yDG9xgccghhyy+//3vryQdZE/K7A1veMNK4l91pM95znO68rztbW+7+MhHPrLS5O55z3t2aT372c9erFpGHXqRZz3rWV25/fSnPx0KuqX+fCfIlTe96U0Xb3vb25rGQkMZvOiii9IgyNQoB2Aok1YZ+5e//OXiiCOOmCV/aeYWi8UDHvCAbowB0bzTDH2dVbiZmr+dWhenvk89VwjsdAQyOTVz3+nvs9fzN1e5pYRqtnfAHAlffPHFXadPx3+LW9xiccopp8xWnhBFd7jDHRZvf/vbF1dddVUYL8Qm6ZL+jW9848UnP/nJMNyyju95z3u6NGxnTpoPetCDFiJLIX9/8YtfbCT1xS9+sXsGYZ4NcccaOuixs7JozZIvXZB9qzRowyotCM+MBFw2D2B8y1veciMtyNuppoWkHxP34x73uI18HXbYYbMIlpTb3e9+98U3vvGNjpSEnNf1lKc8ZXHrW996cf7553fZvOtd79oNFM8+++xF3/XSl760y+e97nWvxWWXXTbmFTeFhZTs08Z997vf3aVz73vfe/GrX/1q07Nj/lD3IYHnMuTldre7XUd8v/71r1/84x//mCvqiqcQ2LMIZHJE5j4GqL0iX1hMaOdpp+hXL7300g0vVrvQ7g5dTLZBVo6VHTYSaryhHyCPaH/K0Bde//rX36QNioavzOWXX9758xzywliDfDVFxrjhDW/Y5ZV0IapWYURIfu5zn+uih5waKiv8/fkGlF/fc3/5y19Wkf3F85///A4jCLxVEqoQdZQDF7Ixq8ummmVlObSsyQcylP1e+vCXn53Unpr/7DnGNZQDebve9a63oC2dw7zwhS9cMAHC2ELyJDZtC2OtBz/4wd1qM74zJiAY9/TJlPjxDPl8+tOfPunb1HsxCdO3oo98k84znvGMpWRsZEpb1kp/qs3EEmV0s5vdbPHZz352ajSLrC72RUgd/OAHP7hg3EH785KXvKQj31Ea0Li07/nyKwT2OgKZnBq5r0IGow9TnzJkW9mHNrovvCasWT3cF05+fW2vrSM7vc2Jyo38ZzyofTd7nxKqY0+3spEO3TM7SSfHddBBBy3++Mc/Dj0yyl9EJloPVjBXJJ/+9Kc30m/V1KPivOIVrwi15xBkEIR9h/ve9763SwcNUBne+UlPepL+drOnd77znTcGExI00DaJDO/WNzsPAXab29ym6ygpQ5+nKM7v/c/3NvBgtnPVhsEDOEBmr9JA1Kueod0yVZBGu/MhD3nIgno7h2GAyKCAvD384Q8fla8zzzwzzQKNgnCFALUXA1b8ELgRjNHM5v8TnvCExTOf+cz04hsiHM8jhE01CLTEAakdNcJf/epXu3QYcC9rEBJvfvObd98BAv8yF1rbwg4cHv3oRy+bvXq+ECgEVojAuskXLVBJ8/ORj3zkpuC02bRbrRckIqs5WEUizbNNETb+gYBgmb7vc9mCh7yw5Y/MgQce2BEx+g9ZxuoVTUQzkcUzyE0+Pp456aSTFt/61rf0+H42hAX9Hn3dBz7wgUUruShy6o53vOPsK6nI5J/+9KfuPZGDhLWVWfrKDI1Qa4gjC4+swSTrKgwrS0gX+WqVRivKSAsZeKoBB+rRMpOurDwjH2iAylAvIciyMpA7BNqqjOQ/0mLZf6uBHLVjFP+cJtWRhaxMyUo6vRfyJOMS/vPt9smU+Km+otii79ynO/SffDPWQWniv/7r/4VlihYsaRF2GcMYlXcnv3x7y8iUPEs90BgAzFAAmmKiupjFAwmCNjzpIdNSZnwL5EflyPsxPi5TCBQC8yCwChkM2aqlv6GNYdJFBsUqfeuR/Y53vKMLinwW+Xu3D33oQ4o6tHd7mzOWB90WQpX9fVQwn/jEJ8KCWMYREhFNN9KgAnmDhih+CIMths5YM52vec1r9nsEwo1OiU7qPve5T9dp0XGpo6Ij5r86M8ge7iHpCM8F0YSwR74gVSMBAA0A/B/2sIf1zuq+613v6sIRlgHW0Kw4y9kIy7VKLQMBx5JE0kLQWaWR9gdCAmU0xTC7A97kl3rTOhjrS0tEO3EyEG41+/bt64QwhMfIMBAlTvJrDbNSNL7UTzSgMfoGvKaLfY579nklTpb9TzUMFq22TzT4uuKKK7p0liFtlT/So47NsZyKOBmEgwED7DkIX+Wz7EKgEJgfgXWTL1oQ0lLfj3/84/sFBw8EQ/pB2jEu5CMIEC4IaAhJtEZFdBAGjVe0facYCKYnPvGJXVpo8kn+kVyGbCQ3yAXS038G+shETF6RP/y56Me8Oe+887o8Q/b87Gc/894b/9l7U+kwScgE3pARXquaZNa2PwcffPCmrCBjsBUAy5VVXrKRz1g1ERHLTNQ+6lGP2ngGOfLrX/96r6y4KeEJf7SlUtSnT4gufATy8/a3v333Xsg20buHDzpH5AHqCVhO0XQmOsYWd7nLXbo4vFyNrIj2pb5FlRlam8g11N8WBQeX7ea/KKeQJvU8mrTOIoKshgTNznd41ate1cXrSVoRuCiEXHDBBd0EAenTbgwZjY36tvkYikOTSKSJfItc7Y3GGiiNLGso76985SuzbTsicoP2bsr4pK8u2nfle6H+UcZg9cpXvnK/VWC0nYwrqKuEeepTn9q1vTaeui8ECoFpCKxCBqNfZOWGeA6+W12HHnpoJw9FGudMDjGeV1gmiNh+0/cZyIXIKGqrFR4lMPq5vu0616XN2RWEKgWnwlkFoUqV1z6dCBnWaMkZ6SN80qkNXezxpfxiRzN4fDBoqmIkNDFAIby0Cqlk/Pd5Uv6YLaTT08ACm86WZxCSrPsQbmgE8hzXkFadlo0QFoFhGUO+vvSlL/VGgT9pDRGq4PWyl71s0v6VLE+XZiHL4CEGp1yPeMQjNnAkz8yuRwYtGARM8Pva177We0GwExcNFQO7ofD4Q5ZqQIjwGA0IIVyJ1xOqzDrhbmfBpQndSqiiJTTV0FiTPlffdhI07NTbnWZEqEIMlCkECoGdjcA6yhd9iCPY0jfQ3yGHZMYK0cgVkUEWsKQq5KOWgUXh+9wgBq2QjlyENhr9gDQheB75hDTp773R5CPkopV/1LczKS13NOn6DIdTqh9ickxaodkzbJFD+FXtb6pJevrtyFCu97///TfyTF6G9scVwYmMGQ2monQyN/r8ob1jUQQgX0OEKnWIgV+0YixLX+4i7kgHBYEpchzPWI1K4jrmmGOURLPNQJJn0eLuM5qEb8EmiwcN5o997GML9pUfkhNPPPHEDY0lyqJFpiTM+973vo36BREaTVpIO9gTqny3vB+kPYbvif9jCNXWFYIRRixVJz2+ZfbNjgwkKGH49neaEaHKe0wxLXWRNoAVAGDAFSkE2bSZeFL7j/Zv6564No66LwQKgRiBVclgWkWg73xowhCikLCsvkGZqc/QJihebCax+8w6tTlFqP5fSSOMsD8PGhYI8iI5WfaFMM7MKJ3wlGtoNhHBgxkCtEWsxid5QDjnee4vvPDCjXoJ6UplZSbe7tMoYXIsocVemfoImHW0+2hsJPp/NxI6CE8nnZkWYVgCGsQjxHN0MUNKWpRD5C837c8FgWiXCGb5s+5quBD6ppRx9kx2CAGNDkI0eUYAzS4r3LCFRBZuyN3WK703AjK4WkIVTWeI23vc4x6b6oAmCbaCUEXAJ19MGPQZsGMQq2+1L+yq/CwBoDSKUBUSZRcCOx+BrSBUt1O+8CWglQkM0PuMXcYFUZcZTQTTZnNpf88sfIs7fRNkGHmlb9PkM8+ybEx7e6PpJkM5SqOQ/lgGTUzyxaTgGEOaTNrpvTTRncWhsOzvnRkIqIgIzsLLHRkQuYb3s/Ke/GUjb4jgIN9MxmbL1dHAZEKevn6ObbTot5HRkFklk3lbe8FD0Hs/+18TuGj9RpPBet/Ihrzk3ak3mVw2xX3KFk7S1kQm6DPIv6pn7EE61fDNPvaxj+32ueyTCTVJDwnWF27IDznWG8YzvIslVDVmsO/G90W4rSBU+WakQR5ppuod+DaRf1elZa50huxIrlyWUG2pi3a1IpMKLbI136fqLt9etFpy6H3LvxAoBPZHYFUyGPyOlO/4dlkRmq3QhPBkBRCyQsuEiV3BTNxZvHrbdWpzVk6ojk1AIFt7KwY8Nj06CGb21VG8//3vt96D92MEZghcCEyEZTo8ZsGji5PdEVY5EIsOi4+BpUIQgMcdd9xGnqRp2kd0bgR2N5DHfABDAy1INXWgdr8NGx2aJXyA7FfWZ3hXxQVBFl1algZGkb/cJCQSHw1E35I+mycGE8xa3+QmNxn8+O1z9p5Gg/3e5jQIM2jT8D6849yGZYLEbQlVNABw84KyNCgyglh5Qwjj+bGEvp6nPmmvqKFlV5oJQ6N1OwyDBAYkfj+xIlS3ozQqzXVGIJMjMvcxWKyzfBHhwMQxbfSQ9mKrME/7R3y6hjQ/ozxZNwR4ndCO5mQkD+H25je/uZOb2IoJmYiJV4hftKqYoJaRpmkf0amw3mZvet6LfRf7iEyegxgiLKudIgMpyvJvJm/HGpbXEveQJgnxarWVyiMi85At2GIB8nVIq7Q1ryIFIZYlk3lb5Qpp5f3sf5FfvAOEb6tMzUE5PEM9oB5NMchFHLKxrIHIZsIXeWaIjIXAU3mt6kAzvQ/1EHmX9FZxwC7fJXFbQhV5kDJlSw4ZNKoJh1LIkKG+EHaqhiqau0rLTs5E6ZJvvoshWTd6dg43lGJoJ7ym/zKEaktd5H0Zs4ETYy3qSavRJAbPzrENV2u6Fa4Q2A0IZHJq5q53WqUMhoKetuzgu814H8lArX0Fk5XEp6tPsW63tjlZuWXuKk9vp3uooilgtQX04NgE9Jy1VzHggYTMhKZnP/vZnVozBB1actGyFps/e8/ydGbXh1h5PcOsPmrUQ0u/RawhjDOYYFDEIAIyieVtCJws30MQQLBvFUCVD2w2BObjGVraptlmPphIUIRwZQCCP/mRNolNS/cSdAib5ZnlSYpLz0X2a1/72o1wVkMlCmvdtFF7NhCyYaN7NnymrjCQWOZkex83S7d4b4RftGzmNhGhyl5I0ey8CFUGuCzFyy72xyLPUwlVvj2eZwJhyFBfEMapa+wTN8ZAolPPW2bgo3hpk9gagrwyaLLfexGqEWLlVghMRyCTIzL3MSmts3zhceBdEaLpU4aIhVZh/tJLL+3aQdpCLmSTZQyrVpg8ZlucvqXIWsLLUniINMg6SADkNeQO9QmSnZBvxhr6CLa+4R2HjDRUIUS8AWu2GxBG0YoR/4z9r2f7DtNSePo0TY6THhPFXi4hffyOPfZYPba0rb3ZHvOYx6RxtS7519YF7N3ety2FTYj3RquZumNXc9kwQ/do4FB3mMQfItCH4pJCBlq5Q2YrCVVWOlH2jFMymXsov33+nlBFGwoZydd5EaqQeJk8KXfKhDxPIVRJX4Ts0NZnvBftBGmNPQCWZxlT8l5TDctjRWqSvl0puAyhOlQX+Xb4bnlvrqHVYf79wFXP0t6MGTP7uOp/IbBuCGRyauau91+1DMYks75bbL/9Ipwe8iKKUq2mlVDdzW1OVm4ZD5phlxKq2QNZwln4yH3MgAcBgc5jyLC8CMELAc8SiMygsmQG0hKBg9l7wiHwcErn0KWZdQ6S8pprPk8w/ggaaFhAqLJfqy6W0R122GEbQp06OzoqtFDV0dJ5I8gjrEiQQYV6GYPmH4MQBip04v7SXkh8gGg5eH8JL/pQIXg1uPH5WgWhCh6tBi1WtFkZBDKzCsH9vOc9b9S+WxL+eV80h7Mldq15IhzaFezBSZytM0NsGWGJvaH0PKEKacveepEwJEIVAh/t4+zSQG4Kocq3hjYHAlkrgfzGN76xw4hyG2PQfkVIZyaeb5XvcMzFd04+dfFNyBShKiTKLgTmQSCTIzL3Mamuq3wRYfCpT32qay9bBORWYV6HY6q/t6eZR3noc4MIow+CSGH/bMlD2GjUMtDXHl7aagB5hfCW9EQmYXJOfRyyzDKGPhGSDdnQyzv6L20P5Ea5ybbL68CJfqf1gEm0OHiG/WlbCTAmuiWL8qzdh58Jcfq+uTUhKQPSmpNQ9Qdw9ZUhShKkDyGPlvTTnva0TguWut56ScuYeCAelzFo3BJPC2m9VYQqyg6MZ6irLUoHKG3QDlx11VXNUGgcIg1Vvls0GH3dFaHKNhaZPCl3VgKB5RRCVZMHUR6yl9IEBnVpjEEGJ59gzPc3RqYkLLKoZErst771rRvJ05YQ95Q9VIfqIjgTt65oUmgjI8ENY2iR3sSBckuZQqAQ+A8CmZyauQu3VctgtMka2/Pdwt2gIIahfeZQUJb7D02+K7/YrYTqbm5zhsrN4tF3v+MJVTpxhNUWUlWz5VQoEZSQIcTBzDjaDtpblGVHCGxcLLtCSNJ/a+tUWuKMiCmBi6YBGm4ItxCqdJ4IIrqIh05ZAgT5QauED0B5VVxoVjIIwZ84vb/CjbF1aBLvzwdiL502S56te3Z/0UUXpXnabkKVgQZlyx534Aapyn65kHvZ+/S5U57MvCxrtLcsAhaN6tB1xBFHdGQkQlzrSagabFJXMUcddVR48il+anSHlkExcKFhnkKooh3Ls317XHlc+UalDc3BJWOw513Q3PGCvk9j7P8iVMciVuELgX4EMgEmc++PbbPvGEJ1t8gXm9/w2n+amEXzc8i0CvM6CIq2mwtBeYphiSsrPdCSQP4gLmQtyUSQqbjR12HY35H/TI5xoJU19NHIgQwQkKPol5c1EMdMbjJR7mUA5AXSIz9f/OIX9/P34flPvWsxIo5FULU8Qxjtp0+euJDb0LqEWAJnj1lrvFm47SRUIXQgQ8kDholytnpAcznCvsXNa/Vm7x25gy3yMZP1LfvTbhWhysQzdQElgCGZEn8IbcIzHmn9hjyhioYuEyLeiFBd5ZJ/iGDaACbqozz4POm/ZGO0RVvGknoOm/bIbm1g/Za5n0qottRF2ha1E9itCg32feykEe1LmUKgEPgPApmcmrkLt62Qwdh20k6GaJ9rtqDEHf5mjKFvtW1JtuR/N7c5Q+XWite2E6rsZ8qyiuiyp4NDMGb7e+plEbpU8CKh6Aggg7Q8TAf32JlyNCJYWhR1OrgTZ9++jghqCH7acoAZR4RBa9CSRBCQ4R7iLzJ03ghupLsV+9cw4CEthKxlzXYSqgx8ICDHNhjLvvPQ8zRIKk8GlPawhuxekwOUCyRsy4yShEYRquyBxjYDkRlLqA6dDurTEElPOmhFjDEcgsJ7cyF0tg5Ux6QxJmwRqmPQqrCFwDACmQCTuQ/HeG0IS6iug3xx7ZttvkNegVhgBUdLG9sizLPyxGpCtuzxuTlX//kH0YcWlfbNlixnD0GEzKSN16TeIYcc0v2PVr8wSYamKOHRVFy1QZZTHzQ3mYLcR9yQtmONSE6ep5yYvIckmhLXUNpKazs0VLV/7hhNyqH3WcZfZDYyVYvZCkJV3w91ARklkyWtu1Yc8UyrlrclVLUfsv2OhccUQnXoTAbFLRtygLxzUNpYw7fCs7SZaIrOPfE+Nj9TCdWWusj2Aryr3nfK/sOa8FI8c7eDY/Gq8IXATkEgk1Mzd+V7q2Qwv++6+ITW1bHKL3Yrobqb25yhcrN49N2nhCrCekQwzpGwHfDc7W5368hMiMuhi438hwyan2gwQHIyg4mGpzVaIoeQYA3COgMTv3G3lor0dfzss2AHNCy9gkBD8NcFgcpSGAydG3mM9mJCUEHgRjuCGXE6/5e97GXN+07pnRAW0Pjw7yN/a7MdAp3m2H12bBy6t4Tqe97znk47EY0Xe2m5ChhYd3//iEc8ostXy5J/lsYTrmVPMuU1ssGNLRbsthFRuFY3BpZ2C4GM4PTxocksYSja19aH578nVNEQYjN8NK69GUuoUgdbDXWYusuSpzFbFtj4pXkBBrzDGG0E4qH8WgVmTpnu0z4vQtWWTN0XAssjkMkRmfuYFNdNvsjeHbKY9hFhucUMCfNMOou0RO5gf/epq2NYrm/3ytQEGzKPZCL1i5oAZZsVZAIrS/FetOUiH5hY550h+fRcy7srDBPULX0JBCXpQFaOWSWhdDJbK6TQ/ppiqNt2GTt5ROZahRGhylZFXjbTfw2iUFyQW2SjtUherSJDlucTTjhhwbigRXbN4sAdAohvpFUO6ItL8gj7/7eYVROqKI8gY4EpVytWKJcQnnESBGiLsYQq4ZGxGc/4fW2nEKpjlqKLSER2ndIusfSVfAsz2qJo8qYPkxbtZJ5njMcKq758qk0bu+S/pS4iM+s92V5hitGe1opnFZM2U/JVzxQC241AJqdm7srvVslgyCx28oxvmP58imklVHdzm5OVW8aDZjimhGqWQBbRGHc74GnZVHxM3CwJ0l5WdAiQitZIOPBMvWYvObDAGi17UJzWL7tn/04OlqIz1QVJJzKN0+Op4F77A+1ZtA44jOHss8/utA4kALAMmnfh/fzm+meeeWYn5FDxWcbDJcGJ59mYv88o7NQPur4SpgAAIABJREFUzsZtCVW0Gtl7x18SCBg8eT/7XydNDhGqYAwZj1YyAi94oBmjDYXH2GhGUDYMEKJZePuuLffMpEsgwVYdGHpWhCrEeqvxhCrPsZyROKSxrbhEqLL8SXUmshn8ku+WgRBxawkiA9+zzjpLyW2ymdQYGuigmaLlrMKP+sBgrWXpHu9LGaKdwYAcYT+6hDNCJ/UmMkWoRqiUWyGwMxFYd/lCqCNj0DYiT7QYK8wjF0BycuHO/qTsw6i9OM8999yWKJvDMGlF3LTdkon27du34ABJhH/cJPvYSCGO7nvf+3arNNiWCVJEe74jP7AlDQSc9gnTswz+v/71r3cygPo19n6EKGaym/fuM+oXwGmKdlcWNyQ1ZUY/NtWwP7/6RGyWwq/CiFAFAyuX2XvVQQZT1t3fM7lKXofkCMqbfp5tJqgfyBBj5DeFRf474IADujSRYZaZIEdbmbpG/aSetphVEqpMOEh+Uz0YS6i2aqfyrhoz2S0qGM9Qpnb5pwhVZCl9c5mNTE/e2aO0xTAxj0yJTJdpSjKxNLT1CTI99Vm4Ua6cG0F70EKWUq8PPPDATnkhkiflxjYmpMEEVTZZP4VQba2LdskvE1dTDGNh4YTN2LNMIVAITEdgK2Uwv+86Z/VMMa2E6jq2OWN50LUjVFVhIGSYwfX7fyHQRZ2D3CFgrNHyLAhODBoOQ8vwEfCtViGdPM9ANiKcIEwg2GvQgtYC2qEQX5CmdMoydMbax1WdG4IFhJQM8UO4oi2AcEBcdrYAAaDP4E/cpMP9MjORllDNNAMgPUmPD7DPILwQbohQRb1dpDGzwhz2gMDIyfJjLytsLXuIAfWAcuZQDwQ33mWrCVXwRbuU/Xi17QVuEsgRtrhHk5t3595eGgi1HHhBeaN9jECt8vDly2BAh3OhIdA3EOA78LNsYMjAnz35+gxEMWHBnwmK7LLljTZ6pI1UhGof0uVXCOwsBFZJqOpNt1O+IA9sf0T7hiZf1GYpn9a2wjyyBnIEF20kcXFBrK7CQIwh58jQF0EqQqiQL02e6tAY5CcmN2nr2RfdrpaC1LKEFfmmf7V5JzxtO206sgAyEVp5ek9WC/URKMKKfhG5yE9I6j3G2PSPaJeCd0aytMQHuWQHL9xDXM1tRKhu5ZJ/JqAhjZAT6Psh0NiLfawcR3jqOOWNPUYT0uMomXaMJqGtny2yk0+z7z/EIZMCLFtXfe6To2xcUp5YllBlkoHDTVA40XZUyGv6FiVDIrtThvovm++asEMTG+Sd9px0OFjXar3b92LfQJU3+PQdJMv3c+c733kDO2FIXofGPjo0lbFlJlPiDvmueME8MlMI1da6SLuu9JmQmmIYtygO7EzhYErc9UwhsBcRkFzB97RqGQzlJikE6jseGjdHZdJKqK5jm1OE6v/VCLQZIBlZ0oH2gpaRaQm/X4rM8jG/hIWoIOeojPhBXPIRIBC3Lv0hDgY8zJhLs4I9MRHQiZM9mRAcGVh4oQhBAjcOWJIGLbMM0eEDnryEmCXfkFZeo9V+NORNnT/CBM/xjpBwU/avUodP2j5PSnduQlXxzmGDF3kfu2eoT5tlhSwX1IEbIlQhfNEaHbrYLoF8UBatJtJQ5Vm0CIjHCtEItsSv/esY7ELGe8N+ppyqSjjszFCPOIkXsrRPs1fLtkgb0n9o+SWCO4MsDfrpILw2UpQnZtNJA8G3z/AdEo4BdqZ9UoRqH4LlVwjsLAS2glDdbvlCZIpfUdNXElaYt1pL1p22sFVrrC+tFj9IRQ5KIE3adwbwV1xxRafpSP9Evvy++ZA29GfIFkwq08dCYLDFgDde/kDjUW29l7X8s8hZhKXPQ16h/0Z+83Kjf67vv/ok4plq6A8hllhCb0kh5No+EmlKettBqE7JZ/QMZS+ZoW+7ruhZ76atpzjErNWsilBFMYO6SF1GdqKOciHHDMmU+EtxxMqCQ+8UaajyjPa6R1sVI0LVHkrFN4os6w3tFgoHkHR9q/8Y+6DliWzaNx5hvCIsmAAY+r7RcmWSRc8ceuihveMk5V8kIyR/n5EyCKRpZqYQqq11kYk2vRvjuynGL/mfssXKlHTrmUJgXRGwstaqZTDaIMb94rxoD+Cexk7mthKq69jmFKH6f18i2ppoyyHEIoBwoTmnTgbthZZLQhmaBTY8mgvsUTnGMLsKOaTOHq0NBn8Y4oIQO/rooztNC2mYQlApDKRW6/IzEapDs+NoEoIJ7ydNF2Z4cUMzw2o1trzrKghVtCS3yqjx6SMPh/LCsjXyzPI+GeofmD7qUY/qlimyVLHveuxjH9uFn4NQJQ8iUGkc7X8RqtQrZpjQDvEGoRYNIr4FBPnIUGfY6qJP64f6pRkzviUGz62G7xhhMpr0iOJgny/wbiVUqf+ZKUI1Q6bcC4Gdh8BWEKrbKV/QjkrLf4xmYibMQz5BsNBecq3qkKOopvAukMNa0QCBqmXETBxDGtEXM6FM30E/inaeJuIgRqI+K0pLhCqT5H2GvpDJeLAQvhx4SV8MOTFVW1WT4stsc4VcRz+MrAgRpTLDPvLII/tea7TfKghV4twKA/kmbJYhgiDqiQd5xRP0fe+xCkIVYh/NTg6RxVhClfT65En5abXbHIQqmqnURWRdvuOIUGVlnyUOLGYocPA9MZkdTYhQhsh8KCH0YY8cSZtAOaGcIuUZm1Z0T55Z3cYERx9Za59VG9pKqHIYcWbGEqpj6qJtz8ElUxbI8oY7KwP0DVHOLYoMffGVXyGw1xFQ+8F3ZdvFuWUwyTpsqQTfRBurbxmlsb721JdRK6G6jm3OygnVsQn4wuH/qgc8kIBUHi2vRkBn9l7p2hlUCKU+jTp11GM3L9d7U3FJlyUpCECnnHLKgj0kmdVlSRud6h3veMeNyq5KzzIuBH/2qPJ7rSruPruVUGVfJNIkLzIIGix3xx1CipnkVrMKQpXl6ltlWJ7Ee3Mq8RRDPYFsR/MGHGVEqKpOyj2ztYfbXIQqS+B4Ly19E8EqQpV8IFj6wR5kKu48S17Y/9Yb4oR0tO/rw/DfLsP3W3FE4ZdxQxtD9bcvHmmoFqHah1L5FQLzIpDJEZn7mNTVz/P9+/ZsTDxZ2O2WL0SkoLk1xmTCPHEgdNMGghkXWp+tJMOYPCgse1pCEECknnrqqZ22G8v9mYRk6T7LielvlB9syCRkN4hV9kwfSxJokDFEqLISifQgn6yhn1OekJuG+jv7LHlFO4R3oH5OMdo7FdlOhlUhwggZQ8S0/JexV0Gosp/pVhjqs3AZq5Fj84eCA/Fky7ZtWHs/N6GKvIQsTvsoo3aA/ElJQ36ZPdeSf8XPMnnSZ4uOiFCl3lPnNTGh52hD+ZZ5lrEOOHuD8gkT6UNGy/DJS7YlwFAcrf5qQ7eDUB1TF7XCDXy5NEnV+p6E0/7IPD+2rxmTToUtBHYbApmcmrnr/dR+8E1ZQhX/uWQwtjuCQGUPca1asStDSbvlgHfluZVQ3c1tTlZumbuw8Xa6hyrak1zejE3AP8//VQ94tNzCay5IGxPtEhmEACq2iCa5YyMMUPm4Wje1R7uBioXADSmJlizXC1/4wm4ZPUvJ8TvqqKM29vTCj+VEzNhKMLH5mHLfQqiiASKhxs/iM1g45JBDundndrJ1GSAzvsIM/Clrf7FvEmHQhPF+9j9EMuEYKGyV0V5u1POxhuWADESjxmq7CVUGoGDJQR2YiFClXiJEaaDI+zCoJO8Q7q1Ce4Yb2rnkwQ4IFRYtJKUrt2XsIlSXQa+eLQRWi0AmR2TuY3JDH0I7w7UKQnU75Qtw0AqSob3cPWZ9wjxhIS/o64Ud/f9chuXBaKKSd7TlkImwWWqLG6QImmgiotjvFC1MZDaI11b5qy+/rYQqZAkYIMt4w2Gmwge5rVUbDq1CnptKKDJIQhMQ+cRu4cSKEMlwxA8RPZZo9u+o/yJU0RK0cpm9F6GLdop19/fki/yN0YxUPqbY4KJymqoMQbrsP0k8bNk1xqge8+zQKrGheJmIZsWa33JguwlV6hkTDFzcR4Qq74asabfQYgKFyQW0U5mIX6a+ojWpvfv4vq2h3Jfd7sHGx73a0O0gVMfURU+CjN07EVlfYxbqMFsdlCkECoH/IJDJqZm7cFP7wTflCVXCLCuDQaDSX6OE5rcnshrnTGL1KRIqv9i+LckmZ3y43dTmZOWW8aAWH3ufEqo2kL3PErZhhu4RtqhQXHMPeOhEIeq8dgF5klCLMG8NS6XIi98gnU5F+RyjIm3j7rtH0CJ+HcTgw5Kvlhla/xz/WwhVvTf7uEaGJT1aIkQ+Oal3yECMCTMEpujiYx4Kw3PSDiZstG/sUF6m+LNXE+mNXfLPjDt7myHkRkbCyXZoqEoLk/fSYWkRocryLMIQniXzDODYZ8rvYxe935AbGhbEjXZRJEBTtxiE6ICDofiG/Mcu+Wc7kMzUkv8MmXIvBKYhkMkRmfuYVNZZvkBgpq2CxBizZQr4DQnzhNEegbTVXF4mGlMOU8JqsjVaCUF8kDG8xxTTQqiqn2J/0kxDFyJV+NBntciG2pOVrQPGGkhbJkSRm7ymH3Gxgkj5wUazbw4jUhDZJZLjcEP7kDT7whBOmr3ISFtllDevLNCaPgoOvFs0lhiKQ9jx/DKEKvWFJZrRt76dhCp1UpqhrMjCZITqu9/97m5MxnjqmGOO6eR6JlHm0CZFMQWM2UM1Mnx30R6uUdgWN7WhrYRq3xYXY5b8T6mLGl+Cj1UianlPDgzkOS4mbPq28mqJr8IUAuuEQCanZu56d7UffFcRoUq4ZWQwlKKIO5LbLrvssk2HWcIBtEwIe6I0I1TJ+25tc4bKTeU3ZK8NoYr2A7P/2vsqWibPBulUNsJac9xxx3XukD3WILwSnhnQMQZtCjpxNBxg6bOLmQTip9P1YcgjfszkThEIhwhVyGWEYJb5eU1e+6505CIDyc8QuYbWDOG4soGGiG0GCH0GTSDStrPbzEizb9qqDFoz5H3MoI0lZSyp78NRGIIPy+yHLm2dwECk1dhDqSAB0TZl7y+Vhz0MIyJUSYelPWxBgYYQg9c5DPWAvWkpb4jnyKCdivYK6UeDh+iZPjct22zdQ7WvLhah2od0+RUC4xHIBJjMfUwKqyBUd4p8oW1Tpmj6tQjzELa0weozaD8jEm9MeRCW9p0+7cMf/nAn7Ht5R/91EAqymNxks0oGzQvyhsw21gwRqvTJLBtGS7dvSxqIVu1hS154rz6DzMLkMHIkpNNYo0ES8mtmrPYJ+Y9Wl2XPZu7I07wfh/xkRtrSGQGu5xg8QqzarZQYmEWTq3pmWVuyD5OrUwwHivL+OnRpTBxzEKps+0QetGzTp28JVcp7SKbEX/v4jmk/dCgVYwomE1SWYMOlg/EyQhW5GCUXDi2BiJyjPQELCFraAwjvbCKetBnjMNC3mt0ey9b/+hZbCVVI08yMIVSn1EXGSXxzKqfWcSRttT1gZsyWb9m7lnshsE4IZHJq5q53X6UMxpiXvr+vL7YTJbQL0VYryqvsMYTqbm1zhspNWAzZa0Oo8qJo1mkmnIrjjU6U/fSnP73JCyGPysWSCksCnnPOOZ07BJMMBw61GJaGsWSOCosWbnSJ1GIWNfKXm4RjVLRb94PqI1QZlDF7z+ChZSmTcAMjlu71Ge3zQ/zZEu5WQhWVdYQma9h/9gvHf8E6zXqvWfe+meUoQVtvIn8RqgwU2Th/6NLWA1MJVfLAQEJLONlThWWDMqp7CNnWaK8ViOWW2Sv7bHav02D5JvoM2rNMiDBY9csV+p6L/KS1w/szsMoubdZNuKwMi1CNEC63QmA6ApkAk7mPSWkVhCrp7wT5QtvwRBoIQxi1CPPEwaQXBIgG4vRZ7KW9rDn33HMXrIaBnIYclXxjbWl/IotZd38vTU+IFMlHQ/nrI1TZVoA+gn66BVv1L2AESdVnkDcJx7uNNZBq9E2Q3H39MSSVZAzSsoeZjk1T4ZFRiAs7M62E6gUXXLAf6cVKsTkmT7O86YDRaOuG7Bm5IwvobIMpsoglVKeUO/nI5BHl0RKqTJYPyZT4o3lNmU4hVCETMRDMxMGFUojqZUao8gxbQ1CPW7cO0zv22Xx3TISj9NFnNAnFaqspExo2bo2FaB8zmRJ3TfxwuGxmWgnVZeqiXTHI6rsWUtmSLhw0W6YQKAQ2I5DJqZm7nl6VDIb2KSuXmLS143ylK5sJTDsZDE+DXNZnPKE61B/uxjZnqNz68LF+KaHKcoxoScYcCa9qwMOLaa9IT/xB7mn5ul9Gj2DCbLzfUwINPYQGaa6y/ySaBnTQcxipR2dL/m0alAWzhuSlZT+xjFCFMEMY4PAlT6bZ9Oz9lVde2WnKgsWQhiofEwJF36CE00qJq08r0KZv7w877LCFJ8St/7L3Er4g2jKBloHZUCPk86HBziqX/CvvkKUyCEQs9/Fq+hmhyh7A7ANL+XA4CP+XMdRbiHsI2hZD+0La1KFMm7UlnmOPPbaLp1VDlTSzU0yLUG1BvMIUAu0IZHJE5t4e82r3aN9O+YJtb2jP6L+nEJzak5y2jja5z9hBNeEhBlrkjr44W/yQG0ivT8tC8dA/MxkNeTFEqvBMRqief/753SADbS7CtBjkSfWhQ4Qd2PFOrCAZY9iCJ9sfMorHknikx1LxZTRA6f+Z2EWxIDOthGr0PPuqtiooRM8PuUmrjzqSGcj9SM7T1g9WlsriiNxVNyiHVW1zYAlVr3gQ5Qm3KYdSSclAhCqkJMvA2f/YbovRR6gyttIkzdi9n6N3oXwgaFvHAmr7IJ6Xace0gq1VQ5VVYplpJVSXqYvUbZHA1EXy3SfTMxYlHNdcq8Wy9y/3QmC3IpDJqZm73lPtEN/XXDIY21zCCxEnvM+QsYQnz9CWM6GcGfFghOUa4r92Y5uTlVvGg2ZYpYRqlkAW0Rj3VRKq7KVDoXstRml24MdsKctYhi4EMcJD7hBW2wkg5FpikQqH0MHMLR1S66WldQwehp6xAhozzZoVznD3hCoCzYEHHtgJNcyStMxU2rghQVv2IqKzjgRUHxe4TiFUEfDJ/6oMAxDNLmdL3lmWODRL4/O3FYSq9krldD+ZbEZe9Ski1RmcUjaUEQLY1EEZg04GeWgbZUuylE9rK290ONrz1fq33HMwGPkfIlQZQCOYH3zwwWm0Raim0JRHIbDjEFg3+UIAI9PQpkF0tRrIAw52Yo9qtenEwQU5wEE3frKNuJEvJJ8oPNptLG+nfxjq4+kfkUHY43BItrH+OgiJCV/rHt2j4ai8IaMNaTt6QpV9ASEbWAVCXK2klLBHBmSCt29/d/ov+heWHQ/JbMRL3eVARfZBlczAO5I/JnF9HulXKV/qBhgID9n0pQyAxsor5KWl359KqPKe4D51Ob7KoM8W4Yg8l23HZLdBsnFp4Mvgs9VADkN+QeRS5ioDbMYSyNBzLXcnT3o/4vf1IsvzFEJVh/CJUCXuSJ7rI1R5xh7oNmUbBb0Tk0loWQ1phis8NuWvyQnKPNtGwT4T3aOgAN5DhCptH+1tH3ncSqhOqYs+76ecckqnwUbeeX9W+mkyA9KAVYPaDoJ2h20cpmLk067/hcBeRmAVMth5553X9fuMcznrhO+aiwkcZDrf3yOvseUHsgDfv8LLRj5hGyV4Ivp9ZCPkPFbiSBFRYVE2o11jwrdvYn8d2pyxPOiuI1TpqCjIzKjD8zOXF154YcfEU3GoVOw3MXRJYGem34e1FRZyklPQ2UwYzVgVwpCtU8+f97znNT9DnAjPfbOsdITKO1qwp59+ekdqoXXSKnhl+M7hPlVDlf05EFRbtR2n5hVyjcaDfUT9wBGSkIHLWEJag6NVaqhqGWKLRoRIS0uo8q58GyynlIYnODCwRjt7jCEuBHEaX/uttMShA6VIm3yOxZo0tCwtGzApH0wAoIHdZ4pQ7UOn/AqBnYXAMoTqTpQvhK4G4EyctRrtGy9hOLLpzyKDQK1+yz/XsvUQJCh4QqQMyULyF3nAwEBurfZQP4MmKe9xpzvdqWvzIW0PP/zw7hTb6P3ncFPfQV/YYrRHo8db/1m2a41Idvn32V6WsfFMvZ9KqEpWQc5YleF90b4BE8rZGwaPyODeIG+gPEHdH5IN9Cxp9WEvvylKBErD21tFqErDEaK4z2SEKuQrbQDEvzQ8wYOJoYsvvrgvyv38GOgj0yEXthD+NgK73JZ2aYphqwTyrn1jszjogyLS2YZXe46CRmam1MUsLiacmLCSpjDvARkj8h+b1WyQNWUKgUJgHgRWJYOpT4ls+i5r+PajcJHbmWeeuXjHO97RFL5vX3fS3+1tjmRPi2Xf/a4iVLUXI5prmYoyQjKVhNMkvWFvCatZ6v39fw4aIi60U1dhxiz5b0kfcoi9xrRPEnlHgEOztEU7oiUNwhDXMsSsCFU+emZHW40EIp6bc6bfp0/cEjq84IX2CDPdY42EllZCVdqmvmHsS1f7n0KADhntLwahipDKjNM97nGPBQNa/mPQRiJ9NboIkxCufQMzlk9yqisHF/Ac2uB8twycEKoZ1HIwCelB8BMWLSYmI/jO0PQGc7uZvp8cGXo3/Jlxp7Hv0x5qiYcwqndoRZQpBAqBnY3AVEJ1J8sX9JO0xbSLY4mEnV1am3M3Zsn/5ifzf6w00QSi+jKWK7eSZXnM1/ow0YpM5PtGJmVJc11JChGqvCcYtBqUFMCFE+KnTJi2pqP6xLeD3GkN/Xq0RySaNeStZdsJG99W37N3sOpzqzwOscwzffvi+vfQqj+0W/sMy/+JGxIbwwQHz7AXLRryfBuMUTTuISzlgozIHrt9Bu1y4iJuNJuZrOGwOmRDxjxoEqOtxQQGciUT6kceeWQnVzJJgca3DrwTZtLQ7EvX+xEvkxhj6rqPQ//1DfQRqquoi8jEyPHsZ4vsTdmgRDGk4a98l10IFAKFwBgEdmubsy2EKhplEBioGqM9OnTRmKtTo6MbCo//SSedtGnJGsuIvZYmAw0RQBA1yxj2pWC5MPlkNn0VRrOdCAfLGAQVDtbSZsNgwJIOBgzEDTmIFgqalxBZkHpo3DLDjeYuquCQiAgYbECMO4MQ3huBhdkKloNw2utd7nKXDmPI5qkGjVmVP3EiBEG2ISChdg4xiI0wjKCE4MvG/ipbnmV2d5VGmiWkxQy9BrFo/mYaPVl+KB+9b0aoMntvB2R8Fzxz85vfPIt2P3cNHiAz+wzCoAhLBhSQ7uzBQrl7w7eqLRD0DgjIzND7wSPPQpYq3JDNfsTsC0wdAFcEX8obMhmCVc/37YHm87vM/9e85jXdQXKQymgUMVhEe1xLxfpOO14m3Xq2ECgEcgRKvlh0g1/aQ8iHdTbIbbznHGQWcqNWAREn/TgyEXINfTh94EEHHdSRCsgcHADFhCkHdSIHIROhQYfNcnv23kcORU5hkvoVr3jFgoNumMRHxqIPtRPEPEe6TFSuq3nLW96y0U8jI0JqIXsyOYFMysU9ciSyAf265F6w4ULWWqVheTbpcAAHecNA4iIvI3d4oxVK1ImdbLS3Ju8WEaoQnGiZM8GEgcxEA5HwEZGcvasI0CEta8YSxI28iHyOEgHpRIekaJKa8LpQBGAAGxltv6awfTbyGvvzos3NxAmyKuMLZFlphfI89XHVhnJh7AKGtD8Q2qxmpH2DGCYfEL+Z2S11Mct/uRcChUAhsFsRWDmhSgJe0OCEMYQTOkSWFCCkbMUFEWiNOnQ6qaHOX89BCjFIocPGhkQh7zr9G1sae3pmio1QA2FEh45ASYcvrUWP59j4malWXLy71+hjcEDZ4DfHxQztMoalQZ6kG5Mv3mVoed8y+eNZ1QvlS8I3/4f25fRpMzujeDJClRl46gYkowQtnmGQ1mq0pJEBXp+xwiz15uijj+7dLwmsIRP1DgycIOSjWXq+FQhawkKAs/8K+6iyXIwZcYRahHz2tIqeV75Zjqf0IDi3wpAfNNgRtHWQiPKADW5lCoFCYHkEIjmCWCP3ki+uPWyT5VjrZFhFgMzI/u6smtDKELTiljEcMMhKJrXf7KFvDfKYViApzDI2cqPfc1CTgkxIr6uBgJ6KG7IHsvYcq0j68GWrKKuhzMn01DfyjcxlDUoayC/IePbAJRtmp9wjSwn7iFBFzkZ7E+1hZDE7RmDyuNVoX2OIwMywao3JBeWHcdPQ1iRMUKCgwTPIvRCLmaaqVcKgfBgD8E1DlqJIQFxMYHglG59fiFXlkb5mKwxENmM03k8rKJUHbL6hyOymuhjlv9wKgXVFIJJTedfMfV1xWJf3ysoNd65Wky75P/2007u9N31EWcI+3Hb8t0tgxs560xmjcWA7OoQQNBLmNGg6QtwqHYSDbPuCMemydIM4EX4iA1kEacchCgiXCDJoaFghS3nqs5/2tKdF0Y92Y3kJS7wRwhCO0DjmdHk0FlkGhlYHwgfu+ENCM8OL4LSVhqUw0ua0uKDF0mrQWtGzftmZj4MTdS0hSZm1GrSRSQf8+gx1WuUujY2+8PhRfxBcW7a/gHBH2F92oERd4H3QHNoOY7VvGPitcmnidrxfpVkIbBcCmRyRuW9XPm262yVfQCjTDqJVGa0KsHncjff0LfRD6iOx6XeXNZDPTE4yGZoRLawMoU+DYKPfZE9BuxLG5im7p1w8+cY7kS7P2H3Kl32nnfg8JBgEOEuY2fsWZQHkNy/LMTnMgZlo56FcgMy9VQaym/5cco/KkvKG8JJhZRR+9Pc73WjrLPJrNaOjfNuVQ9TXMcvdKS/SGJrkQImFcMjLfFcthu+GiYchpRK+J1bXsXXGMtuXsfczdQAZG6J9qw0ktzS0aZvQ6M7MbqqL2TuUeyGwjghkcmrmvo4YrNM7ZeWW8aDZu6eEavZAlnAWfivdGWywVBqNtiEBI8sXghRCAULHqk4gRbhHewKiEK3aOQzvzh5DaGaMMTwHyYtgw4lhs62eAAAgAElEQVRtaG6wLI4Zb06oRQDRxdIdK3yOSWc3hwVTtD+1Hxr1Y8wMP8QigwkEegSqIcM3psPThsJafyYRbnOb23TbJVj36J6l9Vw72SA8I1Rul+Fb4DtljykE+jKFQCEwDwKZHJG5z5PqcrFsl3zB8nL6HPaXXmfDEl3krjnIVOHEPuDs6z3WIBPRbyOr0Q+woiKTiTyZSlo6MAit2zI7BwFW20DgUc/4pris0gR1EDcmhHe6Yck/BLVfkZblm3ERY44xZCpxocXLSqMhJQLaR/YDjbaOyvK0He60L5lW6Fbkh7rFZMNpp53Wm9xuqou9L1KehcCaIZDJqZn7mr3+2r3OXOW2VoTqHKWM5iQCV6bRMEcaxAE5WSTNXGhuXTwMniDB5zzQIsq9Xz4YhfFukLXLzN77+Or/Yr9lnIVJIVAILI9AJsBk7sunuDNimCJfMBkHyTPX5OvOQGL/XDAJPnQy9v5P7UwXHdbUp4G2M3O+d3IFSc6krVaeQJijncyk9BT5a6cjh2w4Zcyx6rHQTsdt7vxRBpDPfWbd62Lfu5dfIbDTEcjk1Mx9p7/PXs/fXOVWhOper0n1/oVAIVAIFAKFwBYikAkwmfsWZm1HJYV2JFpfr3vd63ZUvioz/QiwpJ1ygxgpszsQQLOSMmOfzTKFwHYiUHVxO9GvtAuBfgQyOTVz74+tfLcbgbnKLSVU0Xb721/3X548V8LbDWClXwgUAoVAIVAIFAJbj0AmR2TuW5/DSrEQKAQKgUKgECgECoFCoBC4FoFMTs3cr32y7nYiAlm5ZTxo9g4poUoCXGUKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBBYVwTG8qBFqK5rTaj3KgQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFBBIpQHYSoAhQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIfAfBIpQrZpQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIwIrJ1RJ4L//+78bs1PBCoFCoBAoBAqBQqAQuBaBTI7I3K99su4KgUKgECgECoFCoBAoBAqBrUcgk1Mz963PYaU4BoGs3HDnajXpHqonn3zygsubLGEfrv4XAoVAIVAIFAKFQCHgEcjkiMzdP1//C4FCoBAoBAqBQqAQKAQKga1EIJNTM/etzFulNR6BrNwyHjRLISVUsweyhLPw5V4IFAKFQCFQCBQChYAQyOSIzF3PlV0IFAKFQCFQCBQChUAhUAhsBwKZnJq5b0ceK812BOYqtyJU2zGvkIVAIVAIFAKFQCGwJAKZAJO5L5lcPV4IFAKFQCFQCBQChUAhUAgshUAmp2buSyVWD68cgbnKbTKhSgbsZd/4H//4xyY/hfvSl75kgy3+/Oc/h+G+/OUvbwr3u9/9Lgx3+umnbwr3q1/9Kgz3rW99a1O4Sy65JAx3zjnnbAr34x//OAx3wQUXbAr3/e9/Pwz3ox/9aFO48847Lwz385//fFO4b3/722G4X/7yl5vCnXHGGWG4K6+8clO4r3zlK2G4P/3pT5vCnXTSSWG4v//975vCfeH4L4Th/v3vf2+Eu+aaa8IwJ5xwwkYYbv7yl7+E4U455ZRN4X7/+9+H4U499dRN4a644oow3Jlnnrkp3GWXXRaG+853vrMp3E9/+tMw3Pf+53ubwv3gBz8Iw1100UWbwp1//vlhuIsvvnhTuLPPPjsM94tf/GJTuG984xthuN/85jebwn3ta18Lw/3xj3/cFA4Vd32v1v7rX/+6Kdzxxx8fhvvnP/+5EY57G4fuedYa4paftf2WI+TV+uued7OGd5eftcHKGrC0/roHe2soG/lZm7K0hrK2/rqnblhD3ZGftalr1lAXrb/uqbvWULfZ19pffAvW8K34MPzn27KGby8Kx7dqDd9yFI5vX4Y2IQpDG2INbUwUjjbJGtqsKBxtnDW0gVE42kxraFOjcLTB1tBGR+Fo062hzY/C0UdYQx8ShaPPsYY+KQpHH2YNfVwUjj7RGvrMKBx9rDX0wVE4+mxr6NOjcMgA1vgw1GXcvJG76rpsG+5f//pX+F34dqW1D6LuKR1rn3jiiTbZRdZO7Tt536ZwV111VRifl2uoyzY93X/1q1/dFF9r3/fb3/42jM/LSa3tY9aXfvOb39yUv8svvzxM139DrX1uJp+de+65m9JtbZd/8pOfhPnzfTjfrsrA2t+/cPO3m7Xzvq/nORuP7r1cmPUH5NuaVtkBnJSWtX2b0dq/ZPIo5W4N9cKmp3vfD7XKLNRbxWFt6rk19GvWX/e+X+O7kp+1vQzEd2r9dc93bc2+ffvCcF5Woh1RHNb2cjX9qfXX/dVXX22TXWSyF+2iNXre2zbMjmtL91Vb6suL/1Fb6vtU/vvxC998FC5qS6NwXsalTYrCRW1pFC5qS6NwUVsahYva0ihc1JZG4fw4DJyicFFbGoXzsjrlGIWL2tIoXNSWRuH8+A+5NwoXtaVRuKgtjcJFbWkULmpLo3BRWxqFi9rSKFzUlkbhorbUhuOb5L83cvffsA136aWXhu28/3azfvLXv/71RnSZ7OrHTa1cVksfmY3DvdzKGMfjwH8/xiGvFlvd2zLlneVubT+mB0Prr3swt0buslVuNsyU+8mEqjIi2ybOYEru1o4IVeuvez/wYLAnP2v7gQKDR+uv+4hQlZ+1I0LV+us+IlTlZ23f2DP4tv66jwhV+Vk7IlStv+4jQlV+1o4IVeuve1uxKWfIEPlZ2xOq1k/3EaEqP2tHhKr1131EqMrP2kWoFqHqG991IlSjjssLX60DT769KL6IUI3CeUI1ChMRqlE4LxhkJFREqEbxRYRqFM4PYGijo3ARoRqFiwjVKJwXNuiTonBeoKePi8JFhGoULiJUo3ARoRqF84RqFIb22RvC2XZb9zYcwq7crR0RqtZf974Pon+Tn7UjQtX66z4iVOVnbS/XZJMDXjBlMGPj0b3v+xgcyc/aXk5isGX9de/bR9oP+Vk7IlStv+79N8TgUn7W9gOJIgH+Mzm2k0iA6PuNSIAonO+HsoGiJwG2ilD1cvBOI1Sv+d9rJyhpB9eaUK3JqbAfj9rS6FuL2tIoXESoRuEiQjUKFxGqUbiIUI3CRYRqFM6PsWty6j+Kbr4tzZSvIkI1wjkiVKNwEaEahYsI1ShcRKhG4TxHsRWTU8gw3pA3K9vo3oaD3JO7tf23Sz9p/XXvCVW5W9uPm3Y6oTpUprxzFMbLrGAYhfOEahQG/JY1KaGqBJdNoJ4vBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUJgpyIwlgctQnWnlmTlqxAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKARWjkARqiuHuBIoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgXVBoAjVdSnJeo9CoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQWDkCKydU2bhViVjbvhkHUlg/3UeHUsnP2v7wBg7MsP6694ctcACH/KwdHUpl/XUfHUolP2tHh1JZf937DbM5wER+1o4OpbL+uo8OpZKftaNDqay/7v1m/GxkLD9r+w2fOVDG+uveH0old2v7A0E46Mb66z46lEp+1vYHc3AAgvXXfR1KVYdS+Q2s1+lQKrshue79YSB8K/Kztt9wnm/P+us+OpRKftb2h1JZP91Hh1LJz9p+c/XsIJ/oUCobj+6jQ6nkZ21/CARttPXXfXQolfysHR1KZf11Hx1KJT9rR4dSWX/dR4dSyc/a0aFU1l/30aFU8rO2P5TK+umettkb/NRmW9uG23EnU9dBKmGZ+W+IQ6lsmereH8ZA3ZaftesglfNDXKKTqS1uuvdtRnaAQ3QyteKw9rocSrWXDlKh/KzZcW3pvn02ewsOr7F1Tvd+jIhcID9rRwf8WX/d+3EEh/XIz9p+zMnhP9Zf917WzMYl0QF/isPaUVuqftTaUVtq/XUftaXys3Z0KJX11310KJX8rB0dSmX9dR8dSiU/a/sxNvmw/rrfSQf8KU/WjtpS6697L9NnBxdFh1IpDmtHh1JZf937MQLflfysHbWl1l/30aFU8rN2dCiV9de95yjgGeRn7auvvnpT+8IBf9Zf97SL1vAtyk82bt7gZ79b3dtwHJAkd2v7b5eytf6694dSyd3afty00w+lEqbWtmXKO1s/3ft2FgzlZ21/KJX10z34eSNMvXv2f/QeqiROIsqEbJsAgym5WzsiVK2/7n1nyWBPftb2nRuDR+uv+4hQlZ+1I0LV+us+IlTlZ23f2DP4tv66jwhV+Vk7IlStv+4jQlV+1o4IVeuve1uxKWfIEPlZ2xOq1k/3EaEqP2tHhKr1170XhOhw5GftIlSLUPWN7zoRqmr4re2FL74V6697Lyzx7cnP2hGhav117wlVuVs7IlStv+69YJANnCJCVXFYOyJUrb/u/QCGNlp+1o4IVeuv+4hQlZ+1I0LV+uvekyP0cfKzdkSoWn/dR4Sq/KwdEarWX/eeUJW7bNpm7r2Ru227ubcGYdf78x/h2BrqYRTO90H0b1G4E0880Ua3QLiPwu0LCNUonJdrssmBiASI4vN9H4OjKJyXkxhsReF8+5j1pREJEMXnvyGIuiicH0hQt6NwRQKcH+ISEaoRfr7NyAYfe41Q9XIw36naKWtHJID1131EAsjP2l6upl2y/rq/5n+v2dQO0c7Jz9oRCWD9dW8j23GEatCWKt/WjtpS66/7qC2Vn7WjttT66z5qS+Vn7agttf66j9pS+Vk7akutv+6jtlR+1o7aUuuv+4hQlZ+1I0LV+us+IlTlZ+2IULX+uvdjbPIhP2tHhKr1133UlsrP2lFbav11v1PaUuRe5cnaEaFq/XXvxwh8V/KzdkSoWn/db1dbGhGqypO1h9pS+lfCeyN33//acJB73p///tulDYnCeUI1CuPHTTudULXY6972j7yz3K3t21kwtP6694Sq3GWDIffeyN+7Z/9TQjV7IEs4C1/uhUAhUAgUAoVAIVAICIFMjsjc9VzZhUAhUAgUAoVAIVAIFAKFwHYgkMmpmft25LHSbEdgrnIrQrUd8wpZCBQChUAhUAgUAksikAkwmfuSydXjhUAhUAgUAoVAIVAIFAKFwFIIZHJq5r5UYvXwyhGYq9yKUF15UVUChUAhUAgUAoVAISAEMgEmc9dzZRcChUAhUAgUAoVAIVAIFALbgUAmp2bu25HHSrMdgbnKrQjVdswrZCFQCBQChUAhUAgsiUAmwGTuSyZXjxcChUAhUAgUAoVAIVAIFAJLIZDJqZn7UonVwytHYK5ySwnVk08+ecFVphAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgXVFYCwPmhKqY0+3WldA670KgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCYH0RGMuDFqG6vnWh3qwQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgEBhAoQnUAoPIuBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUJACKycUB2bgDJWdiFQCBQChUAhUAgUApkckbkXYoVAIVAIFAKFQCFQCBQChcB2IpDJqZn7dua10h5GICu3zD2LcfSS/7lOw8oyVO6FQCFQCBQChUAhsL4IZHJE5r6+SNSbFQKFQCFQCBQChUAhUAjsBgQyOTVz3w3vtJfzmJXbbITq3/72twWXN1nCPlz9LwQKgUKgECgECoFCwCOQyRGZu3++/hcChUAhUAgUAoVAIVAIFAJbiUAmp2buW5m3Sms8Alm5ZTxolkKqoZo9kCWchc/cf/Ob3yxOOumkxb/+9a8syCzuc8T/73//e5a8KJJPfOITi7e97W2Ln/zkJ3Ka1f7zn/88Or5vfetbi09+8pOLKc8OJXbhhRcufvjDHw4FW3zzm99c/PGPfxwMt2yAiy66aHHVVVctG03z89///vcX+/btC8OD+Y9+9KPQbw5HMP34xz++GKrDlM93vvOdOZLs4thKfKdkmnr+ghe8YKXYT8nXdj0zVD+2K1+V7noikMkRmftYFEq+WJ18MbYsdkL4v//974t//OMfo7Lyu9/9bvGOd7xjcfnll496riXw73//+8XXvva1waA/+MEPFpdccslguL0a4Nxzz135GMJie+KJJ6ay7Dvf+c7Fb3/7Wxt8be8/9rGPdfL60AueccYZi1/84hdDwZr8+YbnGM81JbYGgUrG3VyIJeNuxqP+TUcgk1Mz9+kp1ZNbgcBc5bZthCqEy01ucpPF3e9+98WZZ565Msy+/OUvLw488MDFySefHHbGv/rVrxY//vGPe9N/+ctfvnjrW9+6+PWvf90brtUTYfoud7nL4jrXuc7isY997IL/c5pPfepTi/vc5z6LY445ppmgPOGEE7r83PSmN1188IMfXJx//vmLJz/5yYv3vve9Sw8ojj/++MV1r3vdxTOf+cwFZGZmnve85y1ufOMbL170ohctLr744izY0u7k5xa3uEVHaiOkrdq89rWv7bB97nOfu5/A/ZznPKfDBrsPm6l5pO5Sz/gG+gRb6orCnXXWWVOT23juDne4w+KNb3zj4pe//OWG29gbSJHPfe5zC7D57Gc/O/bx3vCf+cxnuvelXlIuDJ6XNT//+c8XWX2i7bDtDO1Si7nmmmsWhx9++Cz560vvxS9+cYcD38Y///nPvqBb7gfRz8CszPogkAkwmfvYNy/5YnXyRVYWRx999OKhD33o4gvHfyELsm3uyBO3ve1tF29605uaCcorr7yy6yOud73rdW0jBAUy0RFHHLH43v98b6l3oT+gv33wgx+8+MpXvpLGxYQrfdTjH//4lbSBp512Wldmb3jDG9I87GSPV7ziFd0YAjlhK8z973//xQ1ucIMF5OnVV1+9Kcnb3OY23ZiG+rFqYvVZz3pWV24//elPN+Vhq/7c4x736Orlq1/96nAlo/KBzH/9619/ceihhy4uvfRSOU+yL7jggsVd73rXblzzl7/8ZVIcPARmjHEOOuigBcoey5rtLoss/yXjbkZmL8i4O7kP3lwau/tfJqdm7rv7bdc/93OV27YRqhQRDRxCJQLr6aefvpJSQ2AkDS6EUm/OPvvszu9xj3tcpzHr/fl/yCGHdGFueMMbdtp+UZixbqeeeupGvl71qleNfbw3PPs+6J2f+tSn9oaV5ymnnNI98+hHP3qDQIX0IR4EyC996UsKOtpGO5N4KGe0JTPz0pe+tAt3y1vecvHd7343CzaLOyQdebrvfe+7UuGXGfXb3e52XVqkxzta88IXvnDD71a3utWseSFtBpGky3XYYYfZpDfdIxgrHCT/sub2t799F99DHvKQBaTgkGFwgiYvQuBLXvKSxb3uda+N/JAv6s7nP//5oWia/fne9b7gMofmA3lngugb3/hGR0pCTOp6ylOesrj1rW/dTVSQSQYGtCu0P32XvgnwuOyyy5rfzweElOzThH73u9/d4XHve997wSTTVIMWQEt5t8ZPXvh+IBVe//rXj9Yya02nwm0tApkAk7lPyV3JF/9p9+eWL6KyoJ1TP2eJEyaLaXeGLiabIDBXpUVEO6L2/o53vGPTRPOf/vSn7hn6snPOOad7bSYlmYwlrte97nURFE1urMRRfp7//Oenz/A9EI7279Of/nQabqqH5CARkpDGQ2WFv19dRfn1PbcMAdb3bsRLXwpGTIzO0Y9n6fF+KjNsysYa6pX8kaNXVZdZTUQ6vLdNow9/+dlJXZv3MfdoTes9kcu++MUvpo/f73732wh75JFHpuFaPCBClS6TzC2G+ox89V//9f8Wz372sxeSSxUPMhnvM9Vsd1n05btk3M3orLuMm/XBm1HY/I+JvWOPPbbry1BoYtUeE0JMim7FatHNudk9/zI5NXJfhQxEP6c2fci2Sj7IL33hkcEwTAj2hZOfVQaUW5/d2v/Qr6MEyQQ4Cnb07bT5rIzoUwybWoOicpsSV0qoQnCeftpqSE5llOXI6tie/vSnyzm0qUAAPNag/ao0Ik0ANDHl/7CHPWyBEO0Ns6uEecADHjDbUnHeR2TXwQcf7JMM/1PZW2akwYn88j6tAqaIZyqwNVRk4nr729/eOaOpi5AyxoA7cSAA9pnXvOY1Xbi+urCMxqNN+6tf/WqXFvli4L0q8/Wvf30jHQh9r9UgDVLqlhqzufJivy8IUyt8+zSe9KQndflkUPDXv/7Ve4/+f7e73a2LD5LUGvJAg8iEwoc+9KGOPEVLB9KesuBCSxkCkckAGtEPfOADHdFKY9pan22a/p4lnAxQSevhD3/4qDj7tOlplG3+eQddaGnghwY4mqwaaDzhCU/oNLfR5IiuO93pTt1zPI9WxVTzjGc8o9MUoR7YTlDx6XuYY9sHBuk3v/nNF2jsoKm8zMUkg7ADPwaqZQqBFgRs+9fXpxBXyReLrv9pkS8i7JEX+T4f+chHbvKmzcK99WLS+oEPfODiox/96Gg5Y1PC7s8f/vCHLg+0+63kHgMR8n3AAQdsio0tm3BXWwTR6fu5TQ8Ef5ChhEnfAIFtsQhHe5qZqTIRsu6NbnSjrr+VTKeJdeUts5FdraHPzsKCOZOMqzIQAEp77pUsNs9s06V0JA9bf7Q28UeetINYG2aO+7e85S1dOuRHhvYLclP5y+yb3exmemSyDTGq+FnZlhnyRP0iLFqcyxrkNuJiQsMbJnEZrPO9QJwxbrnnPe+5IefpuQc96EELxluMcz7ykY90kxRTxpVKf7vLQvnwdsm4+6/6XHcZN+uDfd3gP/0hE3kaB6EIwvgUBSN928jdjL9W2ZZFeVs3t1XIQJRfS3tP+drtFlHsUflGNlscYViBEfl7N8bwmLn6H+Kh/ZY8wSQ9ctYjHvGITRwBfMVUuafLcOPPWB40JVTHnm5l84dQ1jIwh1zR7DKq6n3mqKOO6gqY2ZQxRhqoVISISEAQViW54oorwqhZVkSYSMM1fKDRkXghGyB1hwyNGgQpeLEUus+o47D55d15LmscRTx7QhXNjne9610dkfz+97+/w4Flb1T8VqP8DBGqWhqfDX4R3iBY5tgOQEvuKFdwbTEMxIaw9/GgbUkaNBDRwEmaoWA6t9FEALPyQ3ua6jvkmchAAo4xaDry3nagCbnMDCjCLpq5vDsNN0QpSw4JDw6W+EVzpnVWqzV/bGNBWlw0mK0GTWs6KLQdIqNtM3x9otzp/BBQpM2BYE/6XtPHxwtehGvVyPDP85/BMkSF3jmqa7R9+C9D2ipt0mOGe2yd0fPehlAnb5DRLf2Kf77+rxcCJV+0leeq5IsodbQI+EajFShsp4I8Kc1OwtE/0JdyIRizhztEjQRpwiBMz9HXk1/6buKk/ZbhwAHavYxgRcbhGU+o4k6/RftGe0S7zsTXGNmA/pi4uSK5QHnU5HhGqJIHVvT0EVuKy9taEuwn9MGDCXYmeZVH2ZBQyISR/AeJ86hHPWrjGSZK6fMzmdPnZ+p/tqlR/rz8msUJ5mh0jTGaJIbwj95fk6Tve9/7xkQ7KiyykbYL83IRODPe0bcoTJispl/nna1sNSrh/wvMewuHodVvpKc8HHfccWFyY2QEvi/i84Qq8iMyJQQRZDaa4+95z3sWbH0mAgGZzxrKKBoP2jBD99tdFn35Kxl3//HUusu4+u6jPtjWFZRZ4B34lh7zmMcs2ErDGrQT6U8Uhr561StGbfrreL8KGYhJJMpFq0zU1mIzjv/Zz362nwIX2KJ5zHhS4ZkcZfWnbw+Ry5ARVA8UHiUk+hl/aP2y/Q+yHmNn0kGeYoW07WdR9GLrN1bQEoZ+ACWmVZqxPOhKCFU6T4TMlsE5RB4NQN+BAQjbYuOxxwiP0kAlP5EwgVCiigLJFhlpTlqC0oZDwOSDQfuQCtB68c5UwpbwLFdRPllGnQ0CyBeVjrA2vwg3EGsMKCDPEP7sJUINrTLrnt3TKGPIBxjzMdBhgaG/qA/k5853vvN+fjasljcz+2DduWfJHYQK8TDzzAzNsoaGAjxEcvXFRxmh5cfgyjck2XPUCfYJJs8MwCJjicTIf6obaUs7gH3Y+gxhySNX1EDRMNN4Ibi2GvYaIz5LqOpZ8PaDAW0v8bSnPU3Buu+JJVl8uy972cvCzkGB0Uwh72hDc9hH34XWKHmj/CH7+8LKjzYH7Q6eow3iOW+0tYUnVJn14zmr1cJgE7dWQpXl7lMNnSVpcdFBZoaOlTq+04wI1aEJmZ2W78rPahAo+aJNxliVfOFLlf6QtpF2mr4kM1aIR66IDNoUllRFsJ5j5QZY0P5ZQhV5jQEl7shGkayDH/mJ/Lyb7eMZ6NDHMSjxsgz/6VOJm4uwURjcUCAgDPj6MMh05EF5bJmYt5gjH/JsdmAm5ap+nHBcQ/vjasUN+1P61Tg27TnvIeXIG7KW3W4iS4OBI6QgE7qtxm7RheZ7ZNSnr5JQlYIIpG6f0cAUXKIJ1L5n+/y02gwZiKWdfYYDvFRvINu9Qabi22olayg34vOEquKF7PekAHITz9ixKASS4uGZqWary6Jk3Lyk9rqM29oHWy17iLE+HoG2VLwAfftYZba8tPauz6pkIHEnam/ph/uMtoVkRSq8TZ+xfR/xn3feeX3BO7+x/Q/jf8l9jEP7xsVwZvRpetdVrjDeEYQqHaVeFtJi2QtNBUDWxQytligNlaw0UCHjIiNhjPwisEZGnbIlKG04tAgQ1ImDzl757LPRKhBGfeEyPw78yYyWmfv8ImxQGSPz7W9/u8tP6wy/4oCkZnZYRC0fkr8gQHlXtOS8n/2vPdjAxrpH95AsMmgaZO+lMJGNFsaQUKjntLSH92BGKCLnFVa2iDQ6pSx/lCNxDgm9DJ7GGGboiRfyUJoYlDEambsRFz0AACAASURBVJyMixCrC41LwnKh/SV3bBpPDjjDj0619XAgabeIUGUQIhV93CB7IUnVoUeEqtwYKA1NotDoU0/QUkBDIbs4nEvvigZXFm7IPRLEIV+Jm3zIgD3tH8sBbR2AmCdsX8dBHNJQXYZQVefDREWfATsI7Ja63RfPMn5+QERcRagug+j6PVvyxbWyUCYfrFK+8DVK5YE2WJ+BcFTbC1GXGbukmPDa3zML3+KONgdxWUKV5+h/+iZnecZrqLakh5IAz1I+HNTlZRgmxfHnghzz/vqvZeQQWHLLbNrvVoOsS5ys+OlTZmALCA10yCvyBFhGBlmafp08T91/jz5S8kqURuYGodJyEJQl0XkftpZoMSw7JDz7DGZGZTpEqI6V5Wx67IdMPqz8a/11z/ZBhONiNdBc5olPfGIXp84CQNEAmZEtHSD0rewo2YXJCuvOPRPSUjZAPkIpZcjwnfI+llBlcl71kW+OcZ6WoRKfxm6WUJUbcvky+6dudVmUjJvXkL0u47b0wYz/xFMwEdfX7wlpxmySJfhel2m7FOdetlclA9FvanKVNhKuJdP+pw9kTE9fTVs8ZMShqT/J4rXxjOl/GPMhJxE/E8deY9rGq3tkFrsaZpkzfhRnZK+cUG1JQLOYADRmGVT0Qsu6QZiRDxqFyDALo4oylVAlXjQr+rQzfNp2Y/e5Z/IzQpU8sAdq9EH0EapUcJaQIDxFhsrdt++miLEhDTMtfx8amPk80Jgw20YDEe3bCFE7htTXINU+QwNlryGtT5b0qSPKNEB4jxZC9ayzzuoGNZH2qMeC/wxIdECC3R+Kk4kRRlnCgSao9uzkPfkGeG+5ZTbbMljDzCh7sfm6YQlVvg3SZZm7CFSVtbREVEeshipaLnMu84YoZHDLu44ZfNr37bvXPsQMeGX0XgjD1hCGfAztWahByVRCFewlRA2dTK2ZSAan22HQ6OL7pS2ypghVi8Z63GdyROZu37rkC4tGfL9K+cKnyBY9tGVD2outgwnJIsTJJfLGpzvmf0aoEgd9ebY3NulHhCoT+rTJ0Z77ylffgJXn9X59g1QGCoSD1JzTaBJ1SJOFNCEdlVfsiMyjb4VsI5+aRJ2SX2RT+gD6feQRK4NxH7n5MPa/l+X4b+U48ksf2WfY1oH3Jk99xF8LoQrZyqTlUJpRfqjDPEt/rsnpKBxu7FmqMmMp8BxGq/nAzOLAnsKQLbw/K1wkO4IzeWBfRrllNsvzreH7QFa0k7ueUJVWIhPzMiIV0I7FiDwVoYpcTv1iYmCZsel2l4Xe19sl437PQ7Lp/7rKuEN9MGN0rczjmxxSULGgoVyitmRomw/73DrfZ3Jq5i4sVikDXXjhhZv2Gc14FLbXpDyHOAzl2cqSPHfJJZfIK7XH9D/ampC4+w7O9olpRSjP0ee3Kln6ePiflVvmHsWB2+gl/y0JaM9MXnSZTivL9Bj3iy66qKs8kGqRmYtQjeLuc7OVdNWEKhqJWurLoREIRGhPsveULmlTQmjJTTYbVlOWzNJP0TzQPmAs3+szWi7mNWv7npEfZDbbAkT544NtncHQXrK8L8T0VIMARxxDmqdDhCpLAxGiiQsN0T5yVnllaRDh2cjZGyugyk9C6BTSDrzpqLWpOYcscTH4IA8Qh5SnLtVDtvHAn84aI+JRhCqDGAhyO9Bl4LnMoRPUZ9Ikb9ESNOEx1Y4IVQSQ6EAGEaqQxmg8ZxfbZJDnKWXDe2irELTIhwykONokTATYAdPQc/hTD+jQovrV8jyzlGpnqO920qcI1RYEd1eYTI7I3O3blXxh0YjvVylf2BT5btmjkTa1b1KVZ1oHE1Ymo+3L9lS3+Ri694Qq+WZymfZKyyDR5JPMI5v0aZf0Xzb9FH7INAxkxhqRQ8TRN0CBpCYMff+cRuQf/fCQASP6dPLBBXl22WWXbXqMFRv4zbEslO2jqL92RYcSY6l+65hCMi3EniZyFc8Ymz6cd/P7cPo4hGmmoYoMqslN+lnbx/m4ov9q9zi9fciMGdAOxSV/llaCA9+NN77fR1uYsFzIdmONJv+ZmJdMqb3z+BZwk0yJrclitTGSkz2hysotFDvsMldItrHbZWx3WWR40j6Becm4MULrKOO29MFqC6kbKLdEbWuM2KLbukbfMjYHv+11k8mpmbvwUvsEjn2rdKbKQBzoZMvK8x4oxyGvoajTaqwsSdx98oribO1/WNlg8wuH02q0+lPPszXnVJOVW+aepZMSqhBUkcZlSwLqbHjRVuEny+AUdzvrLnVlkXlek85WXDRUvT/pq1Om457L2Eq6LKHKbCwnzTLrBHmpJXN8sLghvLG8i3steaaBhZzS9eY3v7mr2BCAcpOt5U4QkxE+Q5iok2dmuM9A+lBn5hhA2XR4j9ZlT8IO1fOp5cIsODMmvMuQSn0foUpHqSV/xMX9kBYQM5Ei4RgI8i32GfanI26uobB98Xg/q6Hq/fhPPaIO8o4YT6ii7WK1a8GU+kw9ZonZWENZIkjznq0zcywhGzPo8YQqpC31KNJAEqGKlgXbIWSXBrJTCFXaPgZwDIBbCeS++tiHOQMaJmooHw5QgRQdcyHkkU9dtDkyRagKifWxMzkic7dvXvKFRSO+n1O+iFP4jyuaZbSpLQJ662DCC9n2NPO+vFg/JpHRnKO/pB9B9iGftIf8FznDCgnlC/lDMo9snqHf0H/ZaMXhx6qLPk1Umyd7j6zJ81x92w7xDoShfZwie9k0dc+qCOJEJm6NE41I8qA8MxEog+Yibf9cmpCKN7Ih9TQpG/lbN+2PO7TVjX3G3yO/8c5otrIap8/0EarURzASfsjhY0k8VtXwfAtp3Tqg7Xsf60cdpW8nffJOmfcZaVZDfi6jOWTT0CQE9TAzyGss+Ve91tgNBQfyweosK9OhKYy8Qvm2EAVKdzvLQnnwdsm4++/T6zHi/7rJuEN9MO0Wyilqe6as+EARS8/3EYER3uvolsmpmbswkKwBln04TpWBaPc0tiQNeAjJJ9QD2j+W+w9Nfiu/2FaWJM6WdrK1/1EfTbzwFWONJsN5nv6pZdufKI2s3DIeNIoDt5RQzR7IErbht3PAQ4WiEqlDlUCEFh1uCIJ2dsYTqjD8nlhSpzyGUEVrwc/aWoxsJc2IOxj4I444YpAMQbhhQ3y03AjPPk9UMPaahSjV9eEPf7h7f/w80adldtEeqjqpfsyhRPZdEYBJM9KYtOEghRmwDAmu9pmWewQo9gpr2ZtLAy0ahKlG9YV3hlBjMJeZrHOnjto9QtjDtSX/lDHp6mIwCMmaGQ00EXwhLfsMeeL7bzGeUGUfPJZOQhCi8YGGDxf3kPg60AFNcshUJgEUBpv4yCMXAvCQQO/ziNYImPAsndrQxXfE4Bvh3RK7Pl773xOqRx11VKrVok5vlUv+WzVr7Dsw0NdWFRDefW2YfY573gXNJbW93n/q/yJUpyK3c5/L5IjM3b5JyReLTiuy79ucU76w2Pt7CcTsHz1kWgcT9oRq2uzsEKC+9NBIRF6jb2EVBHKN+kTJQ9gI5BLKtSzYxssz0ZJ/LTdG5ppikEmIm0mnbKsp4uXdyZfVqJuSnn1Gk8aRrGfD+Xu2HBKG2Mh1yBbsAYt8vYwWqE8r+0+aLRPuyCpach7td57Fb93px7RFEO/LRHXfnucZocoYA8KOOCBVtRzdpjV0D7ZMNvJO0Sos/3zrgNY/l/1nKb8t+6Etk7S/KHLOkOFb8Nv8RM94QpXyYQsqtvuCNLfyIstd+fY1ic62A8iYrMay4dgaS3IlfnZsGOUBt+0uiyxfJeNmyGx2XzcZd6gP1jYH+n5bt46zqGmLNsXR12fZ59b1PpNTM3fhsBUyECs87OSdlMlok3Fn1fYYY2VJyn8uQpUJLtpe1akpRL89+JB4UN6bYobKrTXOtSNURZBSqTAcqgPQEDIYtFchHDUYUXjC0EgwY4ngwoyyjAiyMYQqxBHCGIM/KqS/bEVAu8v78x9hgXxB6oypKH17qGqvla0kVJmJR1MkI46FM1qKHBTUQhzqmVYbkn1oYIYwpZm8Vi0Inz7lRiOhpV2kKy1MH5b/EaHKIAWhj7InntYBAYQogjsaBGjO8PzQe4A34SBvhwxaSOSHgwCGjCdUCc/yQoRnS7jRiJI+y9iweW8OzmKvrSGCdygP8qdMNLji+4e4H7qsAAEJ2zKj5wlV3iH7bscSqmOXM1Du4Ek6Y78nyG+e5WJg0ld/hfEq7SJUV4nu9sSdCTCZu83ldhKqkhf2snyhskDrnf6APqeljWkZTLDViNWEtKuNlO4U2y/5t3Gg0UZbt5WEKqQY6Q61rdQz+hFWksxltOplyl6nEMjqGygnNEaRmabENeV92AKJQeHQpLu2FCKvyBxTjA4WkywHQWdlFx9nRKjyjWgrGyYqORl+ihGZTV1oMXMSqoyFwFHjIO6HBtXar3FIu5xBNRpTYNNHVvPOnlDFjXqAXG8JHtwgR6mXKHGQX75t8vKud71rY+zXgmMUZjvLIsoPbiXj/jODJnRfFxm3pQ+2ByrzLUzZys5PcvYpCYWAr5ljJqdm7nr9rZKB/L7nGs+2rs5UfrFpW6g3uobafp5p6X8Y5ytO7KG+wuZJ92wRYOOANJ5ihsqtNc61I1RFamjGU4IVs5gYOl8K4P3vf3/3XwMk3NQps0+T1XKVIDGGUIWIIE6WVaEu7y9m9VUR6PS9P//Jh8LYJVZDhdtHqGpPRZbU2plaCR4If9ade96BfLRoqLK8GfIUjRWwbr0QeDRbQZotM8VDOFh/luihadtnpGZPPqYMYCDpISbZ2uDwww/vMEOw6zOeUOW9EdzBGxJwTMeFxgmCLIKnCDsa0Le//e2dRiYYcxiFvVS21Afr7u9FvJIvBFX2OO0zEaHKzJh9Tlo+NILaYBqtSgxlBXYtjXdfPiCnWVqh7ygjOH0c2oKAwdTQARB6Vm2PtDKoQ2iJH3fccQqyYat8WjVU7cELG5EkNwxMmBTye5EmwUNn1UFw4x1suYUPOEcGSn2DTxscYiHaFkFhilAVEutjZwJM5m7ffDsJVX3je1m+UFkgQ9E+IKy3mKHBBMuKtVKBdpc+dC45oI9Q1f6faLF52Yf3gzj07pqwbNFQ5R0gYehT2BO8VSZi0h1ZgjxAgiKrLmuY3Ca+IbkkSwcCmFUkxKGrRS7M4pvijoyK7NBnkHnIX9+yyr7n6bsh+ZCL1RcOTWp6QpU+TRqSjCemHESlPCoPrdqtLQNaxd1n04cjq7AdBpqZKnPqMat4WNFH/23lRUu+IMdZP3/PmEpxglXfks2IUEXmZmBu5QfSpP1A1tOBOsi+yIKQt3yzLRPkGS7bVRZZfkrGnTZhonKk/u1WGbelD9bex/rO+raYyeqYxmqKg5WQe9lkcmrmLqy2SgaiXdR2cSqzFllF+bT2qghVO6lBHqfIEbT7ej9sVlJMMUPl1hpnSqhysjjXFMMeh3rJaB/WKXG2PqPZGO2zqMEXlQtDfsgbS4oRFiJCVfuMnnHGGd0zUwhVCTQsm42MraSZ5qb2z9J2BVE8kVsLoQpBgqCvSwNF3lVustUgt1R4MIVMvuc979ktzWJfraHLksuqNwhrcxrIUjQb+pZLccIc6bcsKYvyxl42kLEMmI455pgurqGBiyVUwZvl7uQBrUjy3GrQEGGgI20MEXZsocCp2AgPDFDZlB+Bl4sBgvBmUCz3Flub/mf5E6HKAA7BFsGZJfAIfxjyC+lHvtBuYqNz8sJ/DKcnsxwLUtAeTNV5jvh5wxvesPGOxD+WUGVfllajb0iEKs9BvBCH3zZA5UP7xPYF2cVAnnwffPDBTdkAX74ntprI2m/qKYJYH+GJdrCWEqmOEC91wx9IEmWM96XdQhMYchWtkegScQ1xkJVzEaoRwnvXreSLazUAtkO+UM1TG996kIAdTEAwoUXPhTsTvRyWQB+NvGBXCCm9ZewWQpW2TTIPNqQLbR9EmXXnXisAWgcpnKzLOyOHsgRvSCZiCbPaXdmseFrWaKKXd51qkCeUJ+ytHlxDlkJ09hmIM/IG2TfFsKSd8kLJAq1Q4hpDqDIRDEnDc+xbZwm/sfmBZESuhNin7rUYjT9In7o21SDzI6uQLv038XExbtJ3y9YZVmbUVkMoBFh504bJ7vsOeLOEKsQ+JCmKJ3bFFPIG+SNdjGRcKdDQroAlEyJTymQ7yyIrw5Jx90dmr8i4LX2wlLv07Q6titgfzUU3FtXz2FO0CaN495rbVspAft/zqWSj5aoo+xYlp5b+R+M61Ss/Rm6pG8h1WkFCPPQHc5qxPGhKqC7D2PKsQGpZCjYXAMwq63RxkQnaI9IulVEYiK+IUD3kkEO6/GuPqSmEqvYxnWPAQ6M5xrQQqn7Jv/ZZoXP2hhlfyrN16bl/PvvPLApCkZZjI8CiUckMWh/Zk8XX5058xJ+9A/6Q7LznEFkYpYP2JYNBVO0xYwlVNEQ1W4/WaJ9g6dMn72jG2hN7RdhBqGZGM0Tku1VQz+Ly7uroIU15N7ucC61MlokyUNWyfoRisNfEB/ERDiwQgNHQ1EmuPq3sP98+jS2dP3EQ/1YTquSNvNPm2JlhlQ8aNNyjdUP95N5eEMrku2VQRD1gIAg56b9vYUR7LK0ZtlmQVr78rc0Ays9ykheIj756RRyayAJ/Jleyi3cmTi7qA22CN+p4yXeZQqDki8XGPunbIV9QA9G245tlFU30zUa11A4mmGRi0ofLCsQQq6swLYQqsog1IpDQmvVGGjuryC8T+ZJFWA0CgcjWVcv20fQPTLqC9xQySRgwaYvMoHab+7F7miuuKTZpkTYDvcjInz6/T+MxehY3Dn3indSHjiVU6e+ZDCaP7Mk/hcCweYPUJC7k8FbTMqAdiot9e1EI0MHC+h7IS5+2tBQwkC/mNCJUaTsoH7YDsQoSHISFH6upZF75yld22DGhIcPAnTEHshXtZ+sKJJ7frrJQ3r1dMq5HZNEpaOwFGbe1D9Y2f3y3XFPaRPokPY+dyR37l0a5WAS2UgZCuYb225bb0LjN5lX3qyJUmey0eaP9Hmt4RxsHXMOcZiwPuhJCFVKMl2RGdSuN9hwlbQmMCEf8t8II+UKoZL+uiFCVpqLIlymEKgQI6WYNj62kQxqqcxKq0niTsKjyQcggv9EsvAhVP+DQs1NsiBxpYyIEoSGJJtsqDct/WDrH4MobtON4f4i+yN+Ht//JN9p4LH+SGUuokjYXDcLY7QYgiX1DKcLOuyt/2KqjlsS0/mPvGViDI1o7IjAhw+yAG+KZwYZfdsWyeN6ffFvDdwwZJ3xYlglpOLSxOhrYDEal6az88D2iNTp0oeFAmtTNVhNpqPIsM3rEY7cMUfloyT+avHwP3kB6U76EyyYDeAaM2Y8WQdKS1z4+7f/Fu7Usc6JtYpJFpAcdNAObISMBDEK9z6jd4dC4jDAoQrUPwb3nV/LFtW33dsgX1Li3vvWtXfsI2ddq7GDCLsW27rRL7F05t+kjVJFrSNfLNyJwolUmIlSRp+YyDA5sW0t/wZ6hcxm1ycsMOugP0JSF8OWQJnDjYjJsrNy0zHuhYQhxFxm+CfJklSiicJEbK2dY6g9WMmMJVWGCTDsHJtqOa8yKpTkIVfC1B5i0EKrIIaoXlsQUllNs5ALkFuEAGSqFGcUHsYi85zWvDz300K4uoEVrDeWLbEJZIRuyJRwE7dDWRsrDVpeFzbvuS8YVEpvtvSLjtvbBOqdC7dKU/a7V3ymOvrHI5tKofxYBK+usWgaCD2PcSd+scmPlq7gxm6++e8tVEc9cGqr2OyVeOJOxhnfRu2HPPcG9IwhVCahoXW2VgdTSrLklLiC5ANp2qFQ0FV5EqNLZUvE1wJ9CqGqWdjsGPH0aqgjT4AGhA5Gmi48bdzTG5CZbWmRzqfmjvQZxSXoIxpBJW2FoCBCeogEbGp7kh3Ifa1iO7YXHKYQqe4lOEcCt0Ku8i7DLCFWWM6IdxDt7IVRxYKPVou0zrLu9R0uAZX+QysTHJQLTdt6UO5MZfJOWZCUu8slz0SCJb9sKBRDjfVofDELRPmB5o4zyQzlzuNbQhWYJ+ZmDUCUPKg9p1ei/CFUGqpRHNHvM9gcst4fUzLSnGbwxE201NvTussFcM5Z802NOjqZNZDDRqjmtvatbCVU0pzJThGqGzN50L/li0bWTtE/bIV/QjkgDaIxmYjaYoI/R6gzeCWLE9htz1PI+QlUEHBN3knmwteUJcqV1517tKP3JHIZJMO3LimzEYGNuI5mUraSmGvpe+iEmD/2hEkceeeTUaEc/xwCfvtnvS8qWXsgY1CO7YqclAeQM5GDkZ2vGEqoQfmwJMYfR+IT+mu+k1SxLqPKNe2xbCFWITrDn6tu2A/nNk6L+3ZDXWSWofYRZGUO8VlGHfNKuQIJzboM3qvORHMyBbywRJU6+cbYLyJRbiHe7ysK/E/9Lxo1Q+Y9igdrmdZZxx/TBHMSmbxKbtnusYYxo48jGIWPj3Wvht0oGonwoL7bARHkNhRWVHysHxvQlqyJUbV9B3ixH11ovdGCi3g35ZE6zckK1JQH2SuQFIQ22yjC7jxDBjKQlJaRtyp4qkVEnSX6z5a/rRKhqKbbXUAUfMGC7A2+YucVviFjzz/n/fMTCEqGcxmUrt4QgPwhYkDdaao6b9u9EUIO8GmMYCL3vfe/b75EWQpVGT8L/3MujRNhFgiSCsbSOKVe0NXGLLgRawmDTiXvDpIP2CiMcA23IN9UzBsaUMWQ8pKD21fTlzrfHsn8v0EIQ8i5oanJCbvYdK19onTORAzlt8ytCVVrnCp/Z2ttzLkKVQx3ARwNllY8IVfLBZIcf7FIfNQlCXrTHrM03cXpNYOuve7sMn+1OVmmoU7xvEaqrRHn3xp3JEZm7fdOSL7aXUEUzim87Wgpvy8nfZ4MJwtH+0y8TLxfkpu2jfVxj//cRqtpX1GuoQriQFwbm3lBP8UOeWdZwiKeUASDvWlYAjE2TfhrtFEipvsnIvni1d6odtNiJTvpYL1f2xbeMH/ID202wP6A12jOTCdGxhjL1ZCpxDBGqyLW0SfTP1Anq+VyGifop9WxZQjXK/xChiraQ5BomhyGoI5kSd2QaJk6yffMgcyWz8f6UpwbPIlSpx0wic+YFJFpUdtTHaG92to+i/aItQ36KnvUY7JSyKBnXl8y1//eKjDumD1ZYviOuKZM96iN5nnZuFX3UtaW48+8yOTVz1xtthQx0+eWXdwTqAQccsKGgRRun8sfmcMBWsypClbG+VgmQp5Zt7XyetcJR78a4fYrJyi1zz9IYveS/JQFtkq0Tu7PEt8JdS9wzAmGvEaoivxgsWCMtMKshCIkGOUalnVpRlQYCPerYVHyErWXJWcU71ua96RDQ6MMw0GIbAPKFUDyX6SNUSVPEsgZSEVG2TF4k2EaEKiQne5PyztiQn9GlmV41VsLM54sZTwhySExOgsWIUOW7Yz9hlvQz8NApzizdR6jWxTYAaHZQFnLDRoNAAxUGCX0za+ztxkA86iwknG8XoSpNCAnuKh9LqPK9gZuIYN6HAy3IO3uBZRM+vjyy/9LCtgNihWUJj9KV2zJ2EarLoLf+z2ZyROZuESn5YnsJVfoB+gRPQNoyiu77BhOER9agH1F/E03uRvG2uPURqtJi85N1kDHkBZlJhu0m6MsgZFiVQbzLGCZjSYP3RsNzzjbY5ov9yUhn6hYFDNJY9cGkKMoLMkx4ar9X4ucwKK3sUphV2drOSyffI9upn8/k/Sl56SNU2Z4J7WpkFAhCMIgm2KekyzPIScQ5dv/47SBU7cQAckskU+Im7XbeC9xYrh8ZtKuQj1lRxnehLTggVC+44IJu2yi0nCBoiYuLVTRWfiQsciVyp3WXfEp9aW3HdkJZlIwb1ZRr3faKjDumD2bySStC+UbsGP9a5Prv7FhwrlUZ/SnubN9MTs3c9TarloGQR2gDObODtsKagw46aKOdpF3t2xrOPrcqQpU0bD9Fv9A3vrd50r2+A+o17zR1Ej4rt8xd6Xs7JVQRoLi8aUlAAsicM7U+H63/tTl8RkawrESdcRZG5JfdSmAofQnp27EkD9KGd4ryi2DhteB4l//P3pk463ZUZf+/AVERQRREEZTPCZRB44ggiAwKMhMRKAZBZBAQEJBPRSICKhQpITPEpLhJCAm5YAgxkxUSApkqGDKQmGl/9XvzPTfrrLvW3r33u9/pnNVV7+l9unt39356Wv306m4mB3SU9swuzsoiHiq6Gh8rgBlOGSasJGugQ3twzDbBLM5l3LXaBlEs4pN6gmA2l1G8DETW8O2QaRB/pP+Wt7xlgXErocqks2WyIMIuIlTJD2UCgSwC1OZRz1ywpbaBAOonnAqHbesN/0tgZYu4nWApX9Qja3R5QESGSovXv2Pf58In6iursZHRRGsThKpdRdMFCMLBEqpo4II34dmuyASW25791rvo+4bcqDPETX205aH3OCCcwY2jIOYwY7f8s60vM1rsoR8qsz8QyOSIzN1+dckXmyNUEdhpqxAhY44MofyGJhOEYSeDxhzsKdo0tq7ouY9Q5RIhFpnQprOGhUf6HDvucCY3+WJMEhHExGXs9nImDpoMMPlhl8wqDTf8km97I3prekzIWRBkwhLJbuBgy4wFj3UY8sX5cJQFihHqF9BanNMoXn+/APUC7WXkbOqKzqprJVQJ1ydzEie4Qk6ONXaiOkXzJ0pvSEOVd8gzc4k+w/n5qi/IvZk8S/leffXVR6KyhKqVYXhWfH5CrWOo/FFFwhaiibozZBR+k2VRMm5/KR0UGXfKGMw4qjZCP953NJhH+fzzzz/yLgt/2RzLv7ef/8/k1MxdWKxaBtKO0khuoi+l7FUPmIPSxw6ZVRKqzH91lAv54hihVsN4JG6Ad/uOLhyKMyu3jAfN4ksJ1eyFLGEbHiGUD6QhA0rwXQAAIABJREFUbtJAXpAPT2rZPEEUEoZfRhROIVQ5V5M4t41Qtd8+9MxWGr4BwR/DqjANkgPcrZZCXzw0Ygk1CJ7LbBWgsWVl1JcH70dDhNDk3CVIK75xyrkyPl77vydUUW+nM2WVGy0XbW0fS6iymn766afbpMJnEXYZoRq+ZBwhSNX5MhlrLW9FIUIVQdQaaWraSSr+LYRqVnfYasaWenvUh02TZxGq4EcnPvTTba4QB62GOkRdAntIQDBgwoUbPzQkZFQ+llDFjwUPyH3O02spZ8XXZzN5Z7JHeSKURwYNENon6Y8lSqL4OM+Mb27d8k/eMlOEaobM7rpnckTmbr+05Iuu25R8Qb9Nu44Wa20ZRc8tkwkmi/RB6jPpPyISL4q/z62PUO17z/vpG8gjYzhHskCyIEe0EDPEBwEkkg7tVyYsUw1k7tAEl3ETLT12BnnSuCVdTdI++MEPpsGt9guT7qHzMdOIRnownvFtLNRTZ5Dp5pARbTZUViJUkTO4GJMzdq3cOJZQZQdfX3mIvOcMxLFmU4TqUD7p39W2x06ALaFq06EdKs6xhCoyWovZdFmUjNtfSgdJxp0yBiPf60I12sqYS6Xs8XAcoVim6zI5NXMXZpIfKAN7KZX8safKQMy5GHv7lLP8Wbj+7hebDz2vklAlDc5OVf895lIpe1Ea/Ti4TTVD5dYa7+yEKisfgANz3MJ+t2Z0SjjIE/KCQJgZLvRRYWZEwhRCFWGJeLOLnGwlFbnm84gmKXG0Dvp632qoQkKyYv/Sl760QxNjzE/bwpk88J4lh1796lcrudSGlNN2MPIwlpTzEaP123LDnH8v+p9zlVTurJjPbTyhyoH3bLvzKu1jCVXI7ehMKJ9/EXZTCFXyqMEXonJKR0WdBd91EKp8u8fV4yFClcUVf8FI9D9bG8n/VEKV9NFaYoAjHg4Ftxr/Kh9PqOqsGy7Nmqv/5PxZ8gCR32dYgGJCCmHlt4v0vRf5SWuJ76ffyH46LJ1wWRkWoRohvNtumQCTuetrS764H4lNyRdsw6cviTQgVEaZ3TKZ4F1IMm2fJi367LFnm/s8WEKVfhh5BFKMM0DHyEScS0ae6M94TySa8pnJcsoPBBoLa4RnUdeOCQozxqZvHyoLZA/SQwYcazjqib4ZGbBvPIL01hhLWowhU89qHZtHXSpGuuyqmdt4QpXbtS+44IKjklFdaNVQZXE9G/Nw1+66KWOxJVSnlPtRH9d1C/IXjPm1Lh7YeJhfIV/wPvLxWLMpQnVbyiKrK8JR7a9kXCFytL0fZNypYzBa2sxnaH/M7SHphwxavxqLGfP6NOqH4tpP/pmcmrnr21clA6G4xs4hFk37ZAoWc6WQQD1AO7Tv8kDybbkq3mkZj8aMP+yKFNdEH8Yu3CHDOdKcoU5+qNPLnt0+VG5D+ZH/7ISq1O4RQjZtGFgQBvu2zHI2EYXCj0KKjLaIj9HKkHZndnOZraQSwv1qtbT2EOLHGEuo8h7EMoImFZWzDVlVx43nvp9INS768uHIf59BS0ANFw3HKaScjx+BtU8L0YfP/mdyxiVQKncaMaT5XNudSZct1MRPHewzYwlVVp8gZoeMtHwiQlX1LYtDq1gQ2ENCXBbHEKGKljN9hH6qK6zayU22BMVMQzXLg3VXHKvc8q+VY8hSGSbufKtfCMgIVcqGiTZ1h9W6obJSOpnNrcdsa4OgbTEMLKSN8JRps7bEo/PtWjVUSTMr3yJUWxDfrTCZAJO56+tKvrgfiU3IFxwPQ3tmgjWF4NTllrR1+qQ+ozGIsPy4lGaZyZwlVEmXLfYQXxCGkm3Q1qB+6f/I1jZ9dhB4fzRF+8ZLCEkR4ZwVPocmJfLDkDwAdmBotSn7sJcfR9AwQePdllud7SSKd5Cx7NZsxTunjWyvyRhpQthBIM95Fi1jOHFrp1aW/zGEKvljV0Ymz6qfs7JElm7kLvmCfHMU0hyG9kd8/CJCdUhWQXZlPtZ3dFRfPlsIVc4IltyIrfpLf2nd1X+2KKtsY1lEOJWMu/9l3GXHYORy7TyEkNIRZFF9ot4z3tPeGa/HHmsTxblf3DI5NXPXd69CBoK3gmegnKL7MZS2bLST1Y9jo/QW9ecKz05JG97vLlU4a48dfyB1NY5TP3XXiI1Tz3yv5sgQwlMW5xSX7KFyU7ghOyVU2d7Nb6zhYH3A1/lSY9+fKzzCLfkYutjAng+Srdig5k5cDMKtRhUqq+A6k4d4JYgwiWCAhwxjmzzCB/5c6jPGoJXKexkBjBDHuV1gk2nlkp4u9GJVZYxhUqEzU9HGmEOoZkJEQ8vKqDV/DCDqfJgAsI1Nggjb79AKnoNYJV7KAC2EPjOWUKXTadmuIUIz0l6BqIekh+yHZLdEPhMUttChgdw3Oez7JvyUfqahimYNHaN+EH7gRf8hN9kSijPCbSgv+KuMV0mo6qxUuwBisbX5VP/gNVQJA2YSepiAT20/TNqo49TBMXVaeUOI6hO47Pf4Z87CpTyHCFUm6vRzbGHOTBGqGTIHz73ki/vLXG10nfIFl87Qpsdsy4KEQXuABUb1acTBjz7/0KFDRy028YWQj1oUVPjHPvaxHUex0D+OHZvoQ4mHviYz9Nvg2qftoF1PkIVjjba2PfrRjw6/eWx8hGd3BVvfMkP/zTeTZp+Gqd5HqxSimHNQNWaCG9q8THo8Ccy4Al7UDRbhVFaywZMJWItWi/LQajPhZyccGirIqGhiKl2OFoIsH1tPorQhAol3TkJVdzdkigmaeLfIesozO8LAhO3pmjsID5QauLxrmeMzRGgSp18gZvcZ7ecZz3jGYqGCOmGxh0SlPvXVVX1HZit9ytwa5k/6TuQpyY3YOgqCxQTrrjlSC6G6jWVhv1/Paq8l4wqR3Nb4uWsy7pQx2KNAH6D5GYoszFVpr4wPzFcgs7gQTmQqCxHZwo+Pu/4/GoFVyEDskKDMmGfp2EL6QMoVmcqPt/TF7MZmLNYOGfWZ2MgHXLbJEZjISuwEQ86Cx+NIIxuWXYXIQSy42oX1Zccf0tT52siK1EH4CWQM8s/3UlelmQqP48/GPhr95VzG8qApoTqFsaVBIlTRWc25QjwWEtImDw9/+MOPGvh9XNLmpML4SqiwbO3Cf4wQLdIuE8JE+BKvJUyoOAg+ViCCqBljICmG8qtjDGiAVvCx6UwlVBFeSJ+G5wVwG/+YZxHfy5zNBS50HAgekNeqowihDKzkmR9aDgilngwck1+p9nPrbZ8ZQ6gyqJE/CNEho3NrI0KVd/k2CHWwgEDlPDDyjOYNGtnCZiidzF8DtsdwmTNUl9lCuA5hU9vcWzRCJNBZQpV2yIDHxSHS8KS8IRb6VuyiMiCuN7zhDYs2mPVr0Xu46UIp0iafU47q4Nw33rfnxkbpMRnipuQ+U4RqHzoHx6/kiwfKehPyxbOf/exFmx4jj2hhkb4g+yEzRoaxQ/22f3fswqqOiiCezEDA4Y8wny0kTSVUOdtR3zJWUzTLL4vMTHr7zthU38lY0GJ0XqrHW/9DmFmjCb78++xMzrTxtTzTD6BNjHYKk0mLJwSkcCYvEGpMOvu2QQ6lKW3GofMDx2ioolVM/qJLwhhvkUH5jqGxUXkH2z7s5UfdnmqQ5RVPJFMgM9oJO8QnRC51kO9ZVsmmhVAde4Yq/Wif2dayiPKser9KQrVk3AeQ34SMO2UMfiDHDzxRr+nr2SauNg1fwlxQ/0NcQbKVWQ6BVclAKqfIpi+wBsW5KFzkxpGC9hidKIzc+DbMnOMPnAU7eJQG4zxjif6HV2Jxesq81GLS8jyWB52VUJWGFsz1Jg3bnCEkTznllMFsEEYFlR0NwC2ZhIF0ajUIcmxfzlaEYd6VbkQUQbTRKBDgxxoGVOLuIzOsGjfHHkRmKqGqm3o5f3Muw7lVfFOfJluWFoKYNCBZbYFA9YYJFCvsKhPZaIRCiiMosn261Si/EJt9RoQqZ3YOGW2DpIPJ6pXikLYI29/6DGevcNmC1R6i7r7//e9falUyI1RFJIKnNTregsmPN+pMs0muDx/9rwWKVmFTfZkfmKK45abzTyFAh4wmXxCqTPZp5wwiaEPwPwZtLAnJ1Ec0zsGtb2J6+PDh7r3vfe+i7+EdzghEGxiCljNUOfqDW3hJj/pE2He/+92Ls54ZpKiPaL0Jc+IYqkPRtzJhZLBli9KyRosTrKaXObgIqE2WfNEtiKJ1yheMffRF9At2AXhXaqMlg7L+k75K40Qmd+FOnzhmcR2MJO+xvW7ZxUphrjjpF7MdCCyQkt/ozE/Fs0s2cg8LlnwTF2Ehv3iDhi0L54SxP7Bgokj/keHl4+J/HX01tJCtMT3TGlfclL+0XpG1fHvSnIQw22QgUYUn2kh9BoURyFS1J95jMZ25mXbk9b0f+WWEKvgpX2MJVfDvM9taFlGehXXJuPtTxl3FGMxYiJISJBZzAeYEkKgZFxLVu3IrBFaBAHWQOTXzSBYvmIcytrOgui6zUUKVs5rGbAdbBSgQCmxnhxBqMQDGYIwAxoAdGYhBwiBYtZohDQpNDok3Wj1HSPDafa1pI7QM5ZczMwjDNrpsggGBQ5g+DYgoTxA3vMdqF2QI25q8oBO9l7mx1YwyJU5+TCRaDILbcccdtzgjhFUNtBf6znJlxYMwIiOVnrWZvEDqUn59RufussrXZ6RBQhoI7GDNoEYngg1+aMuiCi+BibBDGidoBBCO728xkPrk2abB5BkybsgwyYGkpr6yZYDyEUHrNRk0GZpCqPq4hvIlf+q3yjATNtlOwKRbbYEtj7zDqm2rQSjhnez2RsXDhEqEJeezgRWaEkxCvAEnW/eJn8sq3vnOdx7Jq30HslTfOmTTPqmfLBSxpZMVa+o/dVuLIsTBxGgdBmIfrWlIZeo3Cxkcd6IjH8YsaK0jv5XGehEo+eIBvNctXzCO0BewQLOLRvIO39Cn2YA8BHGcLVhKKyk7TinDhoUz9cecTc7EgDF3KrnK9mWRpcTLAq43fAN+LNTtugEr5CDGLHb9cKNxn2E3D2O45BBhL5syZpymPmfb7hW/FoeH6r60x9CaZSyFoOCcXn7MRziuBLJVx2EpL16WRL7Ej8nkNhlwUp6z9uHzS7hnPvOZR97jfZQMmKcNGYgefmxVJR5d9Ir8Yw0LIcqXn2dop5bfGoqsyjuZdrzi39ayUP5kl4y7d/FE9WE/ybi7PgarrpZdCOwKAisnVEkgGujRgELwiLQt1wUeZA7EKOdgthq2t7Klv+8sUQlKrEDPZThLSJ3+Mpe/RPmBFCFuBO7MIMgjyEkAQehjOxekHoIfZIaEUeIbY6gDVmVb34kQC7GJEAMxibCDcMwZjxBKCLjY/PAjjIhBxQERlWnUKo8IFxCBvE9afE9Glusda0Nmox2oW1aVNrbOWe2rL8SlYyKGBDYmVpbEtGllzxD7Q2fagDXvRxqf9lv9M9obrNorbfI2dAvg9ddfv1jhlCaH3qX+iKBUOjoXj4mryhqbIxcQfsDLuvOsmykRrKcYK3BnhCrHQdDOyYPS4ztIv9Wg/ck71N0+I41LwoIv2xf7iH6IZMhE4cqEnAllNBlHu1XtljqARjbnqDIZRSCDoGUyQf2J3le+6UuVHgTnOgz5YVUSUlgXqSgP2OBWZn8gkMkRmXvJF+PKfW75Qke1sB1sF40lg+y5X/5bWBgUWc3CIJqo9LcQlpBkjFv0RVMUBziLzvZnPDPWINMw7iFbIDfRZ1uZSHIR7iyAMVbaMYoxJLroR4tiaGXuquH8OeQ3FjaZX9APjNFQYcs8Y5/OA7T4s4OLLcySgTOMJA8NXewIgWrjb3lGTrTjMN/L+E1+h/KV5XdV7vaYMk9QDqWJdpEWRsEF0nlISxgSFYUDtTnhCUFrDZjJj/mElR9ZjEamo11Zd5Up85HMbHNZ+DyXjLv/ZdxdH4N9nd3l/zM5NXPf5W89CHnPyg13fq1m9Jb/KGEm/GzlHSJ5WjM1JRxEAUTG0Mr1lLhFZrRs5W2NX6tNCAJox81ppEUx5hIt0qccEcJFyJA3BLvW1Wj7DWiBoGHJDecIwxJ4ptoIQ8TXt+0bIldbpyFkEJb7iCqb3+iZb0DbViTgmLJCs47wQxqqpIv2CqQaGhUQ2ZDakFjYaO3hjj8akEwMrQCe5Vs4U8/GGshnS44yiWk1OvCaSR7CsDfS9vAaqj6c/V/anC1aDfY9PbNVRnhwPnGf4axe1X8ISYjWVsOiBOkMbSPjhmnwIWw0EY7So8wpf7blDxnOtQNfhOxlDHWXPHK24CYMh5Kr3NCg7dMs20T+Ks3pCERyBLFF7iVfjMd5TvmCbdW0Q0g/v0A2PmebeQNNN76Bvt1vse7LETIFC/S6gVb9UcvOjShejkJh4RpSVGOA4hxrUx5oPEaXxzJesKBMnPac7ihP2+h2xRVXdJzzzxEJ7FqIdm+MyTdzE4hllSOKF0OEnuLX8QFDGqqEZ8FBmqicucrlnshyr3nNaxa7LiDl2X3Ewq6Ie6WDzXZbyozxbtuMjpggf1PmBCzkCkvioF9vMRCbImOx/ZFdOgqAOFtJaGmo0h9kZpvLwue5ZFyPSNv/uyLj7ocxuK1EdiNUJKeS88x9N77q4OYyKzfc+bWalFBFQ4mfN1HCTHznunzIp9fyP0QGW0T7NA9a4snCQAoiAI+9GCaLD3dWbFk1Retq7kkKJBDC3FRtYW7AZFUXIgsN3jkMZAiajAiRCFIIZGjmopGG5iECDj8IQ23x4ZwmjkPQmZJZPngPwZVt8RCgfaRrFseQO/kcc6g+RChnsnLj3rqNVtYhZ7Nb5ofyxGSDbY2Q4a2CL3GCEZq9nNEbGYhxtBPGCORo6DBxnPotEIukSz/VEgd9HIL/GNKXb4VA5pD3loPc0foeq/kd4blKN87da/mWVeWB/ot+lxvChxYRVpWHinc1CERyBClF7iVfjC+DOeULtitDVnC+8q4aZAI0RJEVphjkFjTl0AylP5rDoGkJEULeuDUdeZtxUTIRspCXiSAayQsEYZ/cKG3COXdVzfHNQ3FwZiWL0a94xSsWl7Miy8xpwAxCjp1BrYYFdY7m4diIVRvIdtraWNlj1fkifhZWGY/ZiTPVIEtCaiOPjTEQ0izyU/+9QU4AM+LsaxP2PdoaCjh9CgfbXBb2W3guGdcj0vb/rsi4+2EMbiuR3QgVyankPHPfja86uLnMyi3jQTOkUkI1eyFLOAu/Dve5hS6fZzQAWogY/94u/8/W702S5GOw4zyxMVonY+KeGnbTBFDrSn3f9/ENY9sWAm1fWUCWL6s52ZfnufymaDbTR4zZjjhXXvdzPFPKYT/jsV++LZMjMvdNfvfYPnBsXrddvoCogLAYu813LA7bHh4yaFcwYDGVMht75M+mywCMW0mxdeV1XbIc8ja7YliU3cZxjzsJpl4oZcsK5Yo+GdGG1TOyVV85sHtpznqz7WUhXJaxp9SxknGXQTx+t6UcagyOsduUayanZu6bymel24bAXOW2LwjVNsgqVCFQCBQChUAhUAhsGoFMgMncN53fg5o+2l+vfOUrFzsEDioGu/jdbC2n3HZlUXwXMZ47z2gVU2bssiqzWQSqLDaLf6X+AAI1Bj+AxbY8ZXJq5r4t+a58xAjMVW5FqMb4lmshUAgUAoVAIVAIrACBTIDJ3FeQhYqyECgECoFCoBAoBAqBQqAQaEYgk1Mz9+aIK+BGEJir3FJCdezZARtBoRItBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUJgCQTG8qApoQpjy69MIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQC+xWBsTxoEar7tSbUdxUChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoXAIAJFqA5CVAEKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBC4H4GVE6ok8OlPf7rwLgQKgUKgECgECoFCYDQCmRyRuY9OoF4oBAqBQqAQKAQKgUKgECgEZkQgk1Mz9xmTrqhWgEBWbrjzazWjt/xnCbcmWOEKgUKgECgECoFC4OAikMkRmfvBRaq+vBAoBAqBQqAQKAQKgUJgGxDI5NTMfRvyXHnIEcjKDXd+rSYlVC+88MKOnzdZwj5c/V8IFAKFQCFQCBQChYBHIJMjMnf/fv1fCBQChUAhUAgUAoVAIVAIrBOBTE7N3NeZt0prPAJZuWU8aJZCSqhmL2QJZ+HLvRAoBAqBQqAQKAQKASGQyRGZu94ruxAoBAqBQqAQKAQKgUKgENgEApmcmrlvIo+VZjsCc5XbZEKVDNifzfqdd965x0/hPve5z9lg3S233BKGO/XUU/eEu+mmm8JwZ5xxxp5w3/nOd8Jw55xzzp5w3/zmN8Nw559//p5wl156aRjOa+5edNFFYbhLLrlkT3wXXHBBGO7KK6/cE+5LX/pSGO7b3/72nnBnnnlmGO6GG27YE+60004Lw33ve9/bE+7EE08Mw91xxx17wn3m+M+E4e67774j4e6+++4wzGc/+9kjYXi47bbbwnCnnHLKnnDf/e53w3Cnn376nnDXXnttGO6ss87aE+7qq68Ow5133nl7wl1++eVhuK/959f2hPvGN74Rhrv44ov3hDt8+HAY7oorrtgT7stf/nIY7lvf+taecIcOHQrDXX/99XvCfeELXwjD3XzzzXvCnXTSSWG422+/fU+4448/Pgx3zz33HAnHs9q+tXnXGuK2/nomL9aQV/lZm2+zhm+3/noGK2vAUn7WBntrKBvrr2fK0hrKWn7Wpm5YQ92x/nqmrllDXZSftam71lC3Odfa/2gL1tBWfBj+p21ZQ9uLwtFWraEtR+Fo+zL0CVEY+hBr6GOicPRJ1tBnReHo46yhD4zC0WdaQ58ahaMPtoY+OgpHn24NfX4UjjHCGsaQKBxjjjWMSVE4xjBrGOOicIyJ1jBmRuEYY61hDI7CMWZbw5gehUMGsMaHoT7j5o3cbX3n2Zp77703bBe+X2kdg6h7Pj3+P+GEE2yyXdZPnXzSyXvC3XrrrWF8Xq6hLkfpfv7zn98TX+vYd+ONN4bxeTmptX/MxtKzzz57T/6uueaaMF3fhlrH3Ew++8pXvrIn3dZ++bLLLgvz58dw2m5UHhd9fW/bzfp5P9bzXhSflwuz8YB8W9MqO4BTlK7vM1rHl0wepdytoV5E6fpxqFVmod5G8VHPrWFci8L5cY12FYXzMhDtNApHu7bm5JNPDsN5WYl+JIrPy9WMp1G4u+66yybbZbIX/aI1UVy4WbN1fenJ1ZdG5Rb1pX5M5X8/f6HNR+GivjQK52Vc+qQoXNSXRuGivjQKF/WlUbioL43CRX1pFM7Pw8ApChf1pVE4L6tTjlG4qC+NwkV9aRTOz/+Qe6NwUV8ahYv60ihc1JdG4aK+NAoX9aVRuKgvjcJFfWkULupLbTjaKP97I3ffhm24q666KuznfdvNxsnrrrvuSHSZ7OrnTa1cVssYmc3DvdzKHMfjwP9+jkNeLbZ6tmXKN8vd2n5OD4bWX89gbo3cZavcbJgpz5MJVWVEtk2cyZTcrR0RqtZfz37iwWRPftb2EwUmj9ZfzxGhKj9rR4Sq9ddzRKjKz9q+s2fybf31HBGq8rN2RKhafz1HhKr8rB0RqtZfz7ZiU86QIfKztidUrZ+eI0JVftaOCFXrr+eIUJWftYtQLULVd777iVCNBi4vfLVOPGl7UXwRoRqF84RqFCYiVKNwXjDISKiIUI3iiwjVKJyfwNBHR+EiQjUKFxGqUTgvbDAmReG8QM8YF4WLCNUoXESoRuEiQjUK5wnVKAz9szeEs/22nm04hF25WzsiVK2/nv0YxPgmP2tHhKr113NEqMrP2l6uyRYHvGDKZMbGo2c/9jE5kp+1vZzEZMv669n3j/Qf8rN2RKhafz37NsTkUn7W9hOJIgHuXxzbJhIgar8RCRCF8+NQNlH0JMC6CFUvB28boXr3/z6wQEk/uK8J1VqcCsfxqC+N2lrUl0bhIkI1ChcRqlG4iFCNwkWEahQuIlSjcH6OXYtT9yu6+b40U76KCNUI54hQjcJFhGoULiJUo3ARoRqF8xzFOhankGG8IW9WttGzDQe5J3dr+7bLOGn99ewJVblb28+btp1QHSpTvjkK42VWMIzCeUI1CgN+y5qUUEVY8gLTsonV+4VAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCGwTAmN50JRQFYO7TR9XeSkECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQmBOBMbyoEWozol+xVUIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQCO4VAEao7VVyV2UKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBDYJAIrJ1Q5uFWJWNt+NBdSWD89R5dSyc/a/vIGLsyw/nr2ly1wAYf8rB1dSmX99RxdSiU/a0eXUll/PfsDs7nARH7Wji6lsv56ji6lkp+1o0uprL+e/WH8HGQsP2v7A5+5UMb669lfSiV3a/sLQbjoxvrrObqUSn7W9hdzcAGC9ddzXUpVl1L5A6z306VU9kByPfvLQGgr8rO2P3Cetmf99RxdSiU/a/tLqayfnqNLqeRnbX+4enaRT3QplY1Hz9GlVPKztr8Egj7a+us5upRKftaOLqWy/nqOLqWSn7WjS6msv56jS6nkZ+3oUirrr+foUir5WdtfSmX99Ezf7A1+6rOtbcNt3c3UdZFKWGa+DXEplS1TPfvLGKjb8rN2XaRyOMQlupna4qZn32dkFzhEN1MrDmv7Oxa4rMz669mPQ9t2KdVBukiFMrFm6/rSk0+22eu4vEb1yNp+johcYP31HF3wJz9r+3kEl/VYfz37OSeX/8jP2l7WzOYl0QV/Nh49R32pxlFrR32p9ddz1JfNauAQAAAgAElEQVTKz9rRpVTWX8/RpVTys3Z0KZX113N0KZX8rO3n2OTD+ut5my74U56sHfWl1l/PUV8qP2tHl1JZfz1Hl1LJz9p+jkC7sv56jvpS+Vk7upTK+us5upRKftb2HAU8g/XX81133bWnf+GCP/lZm37RGtqh9ecZN2/krnYr24bjgiS5W9u33Wyc9JdS2Tj07OdN234plceW/22Z8s1RGN/PgmEUzl9KFYUBO2+Ep3fP/u/d8k+i3uBGIj5DNhyTKe/P/xGhGoXzgyWTvSicH9yYPEbhIkI1ChcRqlG4iFCNwvnOnsl3FC4iVKNwEaEahYsI1ShcRKhG4WzFppwhQ6JwnlCNwkSEahQuIlSjcF4QYsCJwhWhWoSq73z3E6Gqjt/aXviirVh/PXthibYnP2tHhKr117MnVOVu7YhQtf569oJBNnGKCFXFYe2IULX+evYTGPpo+Vk7IlStv54jQlV+1o4IVeuvZ0+OMMbJz9oRoWr99RwRqvKzdkSoWn89e0JV7rLpo3n2Ru6+D7fhEHa9P/8jHFtDPYzC+TGI8S0Kd8IJJ9joOoT7KNzJAaEahfNyTbY4EJEAUXx+7GNyFIXzchKTrSic7x+zsTQiAaL4fBuCqIvC+YkEdTsKVyTA4RCXiFCN8PN9Rjb5OGiEqpeDaafqp6wdkQDWX88RCSA/a3u5mn7J+uv57v+9e08/RD8nP2tHJID117ONbOsI1aAvVb6tHfWl1l/PUV8qP2tHfan113PUl8rP2lFfav31HPWl8rN21Jdafz1Hfan8rB31pdZfzxGhKj9rR4Sq9ddzRKjKz9oRoWr99ezn2ORDftaOCFXrr+eoL5WftaO+1PrreVv6UuRe5cnaEaFq/fXs5wi0K/lZOyJUrb+eN9WXRoSq8mTtob6U8ZXw3sjdj782HOSe9+d/33bpQ6JwnlCNwvh507YTqhZ7PdvxkW+Wu7V9PwuG1l/PnlCVu2ww5Nkb3PBrNSmheu6553b8vMkS9uHq/0KgECgECoFCoBAoBDwCmRyRufv36/9CoBAoBAqBQqAQKAQKgUJgnQhkcmrmvs68VVrjEcjKLeNBsxRSQjV7IUs4C1/uhUAhUAgUAoVAIVAICIFMjsjc9V7ZhUAhUAgUAoVAIVAIFAKFwCYQyOTUzH0Teaw02xGYq9yKUG3HvEIWAoVAIVAIFAKFwJIIZAJM5r5kcvV6IVAIFAKFQCFQCBQChUAhsBQCmZyauS+VWL28cgTmKrciVFdeVJVAIVAIFAKFQCFQCAiBTIDJ3PVe2YVAIVAIFAKFQCFQCBQChcAmEMjk1Mx9E3msNNsRmKvcUkKVSyr8RRXt2auQhUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIbD8CY3nQlFAde7vV9kNTOSwECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQmAvAmN50CJU9+JX/xUChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoXAAUKgCNUDVNj1qYVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCGwHAIrJ1RJgF+ZQqAQKAQKgUKgECgExiKQyRGZ+9j4K3whUAgUAoVAIVAIFAKFQCEwJwKZnJq5z5l2xTU/Alm54c6FVa1m9Jb/uW7Das1ghSsECoFCoBAoBAqB/YNAJkdk7vvny+tLCoFCoBAoBAqBQqAQKAR2EYFMTs3cd/EbD1Kes3KbjVA94z/O6Ph5kyXsw9X/hUAhUAgUAoVAIVAIeAQyOSJz9+/X/4VAIVAIFAKFQCFQCBQChcA6Ecjk1Mx9nXmrtMYjkJVbxoNmKaQaqtkLWcJZ+HLPEfjud7+be87gc8MNNzTFcuKJJ3b87rvvvqbwLYE+//nPd1/60pe6e+65pyX4Igx167//+7+bwy8T8BOf+ER37LHHdmeddVZ37733LhNVvTsSgf/5n//pbrnllpFv7a/gfP9LXvKS7pJLLtlfHzbxa+bseyZmoV5bIwKZHJG5rzFrldQGEbj55ptXOh7fcccdTWMPMsFb3/rW7tprr50NDb7tk5/85Kg4L7300u7UU0/tyPc6zO/+7u92//AP/9Bdd91160huZ9JY9/j0ne98p7v77rt3Bp9tyejZZ5+9aLc33XTTtmRpo/lYd73d6MdW4oXAmhDI5NTMfU3ZqmQmIjBXuc1OqF522WUTP6n/teuvv74/wAp8IQNPO+207gUveEH3tre9bfYUfvEXf7F73vOe151xxhkrmUT82Z/9WXfMMcd0J510Um/8v//7v9896EEP6p70pCd1X/nKV2b5TtImzkc84hHdy1/+8t70leCTn/zkxTu/9Eu/1H32s5+V80rsf/qnf1qkRR5/8zd/cyVpzB3phRde2H3oQx+aHO2b3vSm7pxzzjmqLO68887uCU94Qvfe9763+9a3vjU5/tYXDx061P3wD/9w95znPKf78pe/3PpaUzjwYXFg2w0Ta+regx/84O6FL3xhN8cE4Morr0wn3kyQmZzLMElvMUzq3vjGN86Sv7706CPA4fjjjx+1CNMX51x+5513XnfmmWfOFV3F03WLc4nYTuPNkGBT8oVH7IH/3/e+93VPecpTus8c/5kHHHfsifb/Mz/zMx3fsgpSjziRSf7iL/6iu+aaa1J0kIPonxmn3vzmNx81ZqYv9niQNnHyQ9ZiHBwyLEwT/mEPe1j3J3/yJ01k8FCcff6PetSjFuk95CEPWUufx6L/U5/61O7pT3/6LBj3fduQH33Le97znj3jpN6h/0dO/PjHP77yMiDNv/qrv+p+7Md+rHv1q1/dXXXVVcrGyu3nP//5iz7k8ssvX3laq0jgZS972ZH28o53vGOWOnXxxRenWf3qV796pD4wR+X/FvPtb3970QetWpnjiU98Yve6172ug2jeNsNYj8y6rNn1Orvs99f760cgk1Mz9/XnsFIcg8Bc5TY7ofriF7+4e9rTnjZrB87A+FM/9VO9ne9dd92V4hcNWqwAZ9qTF110UfeWt7yle/SjH70YnCUEf+xjH0vTiDzIU5S2wjL5UdwI7XMbJg2K/9nPfnYYPZoPD33oQxfhmGh8/etfD8ONdYS8I+3HPvax3X/91381vQ75yzu/+qu/2lvWTZENBEJDlbR+9Ed/tJOmMOTev/zLv3Rf+8+vdZCM22T+4z/+o3vkIx+51CSHb+WbqdeeUMOdHwQfZN+qDSSd0vzIRz4yW3JXXHFFx6Rwzjhny5yJ6Hd+53eOfP9rX/va3n7CvNb7SLn97M/+7GKiTt9mf7T/H//xH+8OHz68iONxj3tcR19Nne/7vepVr1rk8//8n//TXX311b3p93lCSvZp40LmUx9+/ud/vqNvnmrQyJhTs4e80F5oF3/+53++df3CVJw2/V4mwGTuym/JF0Jir01bl7wiAgYCjzY39LPE4ve///3B8MtqPfVpW4pApC9AHoF4mNPcdtttR/pdSEP6pchArGl8euUrXzlL/4yGquJ8+9vfni5+2fxA5Omdv/u7/2u9VvL8mMc8ZpEe+cMgv/793/9994UvfGGpfjnL7D/+4z8u0mNBTeb2228frIPU6bkXf1mwFtYs6luyh91W8kNe7hvL9B3L2Ixhmh9App9//vnLRNf0LnI634hsYNs4OA/1IfhDwn7ve99rSmsVgag3YMU3/MAP/MCoy0T68vPSl750QfhTH6xMxbyB9sJ85cYbb1zUxx/8wR/s3v/+9/fKVMhbvEM+//AP/7CpH8jyh7KM5i9RGBYqSOe5z33uUn0Y9dHWiSitMW4oEVFGzEmYc001WZ3tiw/Fgr/927/tkLv/6I/+qKN/h2Ogr+3jEfriLL+DhUAmp3r3VctgLf2yVaRB9mp5hzDIhfR3c5htb3O+3KZ+c0qoIljzG2s0AacTh1h95jOfudTPEg+Qqpos+Hy9+93vXnSQXtOLQQANzHe96117BhQ0FH/u535uMeiy/faUU07p/vRP/3RB3JJ3+4Og+eVf/uXuV37lV3oHL58nBjs0EZgkRIYVb9JBM2sVhlVu4v+t3/qtLtPwZWDTt6KNO5f5y7/8y0W8CIWthu1m5IWyXLVhECctSCYZ6o4EEGnWWqFa4dZtf+pTn+oQ1CKNrjF5+Ymf+InFN9Me2HZvjUj1F73oRWshjRBAf+iHfmiRH4TLFsNg0HJUwAUXXND9yI/8yEJIaol33WEYqCDoqH+/9mu/tqdfGsoLR1RkhkGBOClLCFD7gzzAjwkHdZoJI///3u/93kJLHk356PfTP/3Ti3C8jxA61SDQEwfaEtEEQERKRnCMSRch+eEPf3hHfWfCs8yPRQxhB167os0+Bq9dClvyRVxaGsdZlJRhAYA6O/T74z/+Y73S0Xcy0c3eoS0su9iIRiILrl5WIxNobSptOxE4ksElHyAIFT/asJmhXyYcMuxckwrGL6WdyYQ+P5bIm5PQ8OnofxbAySNEpwzjiuQDdhGhWDBXXoSz3QGANp1w6rMho+Y0TCKVHvKrVYZgIVJ+HImwDsOcRGnSlltM1KZa3iMMu/BID3LJGnYSKR8tNjIGcgXzn7najs1P9iz5hzxyXEerIY+0s8xozEEWsDLV4x//+CO4IE8xxyJttNojWcq6qT0xz5iqPUq+kXHQZGaxJVpIRqmGtJYtBxaD+Hbyy3x4GZmKdyFSJQOD2Tvf+c4M/l73rM5GL9G+tUjBOEaZwU+QH9Vrvg8t9DKFwBwIrFIGY3zqk9VUp2lrMmjQy73FJn52DNHOpixg7nqbG8uDpoTq2NutVGBMmCkoBFHIzzl+dHrEycCRDXx//dd/vQhDh8ikVz+tBPI+WwNktOUWd4RIwrMSiTBBh4qAx4prnzaF4sps25ie9axn7RHQeOe3f/u3F3lme/wcBs1KCEHKjsYmLQsmL5mRJuncRAGkKNiOIVQRwnhnHYTqv/3bvy3SsoQqGIGbMCEv1KdVbTPNysS6M6mEeFyGzFJ8LEjwTdGEgO/EDyF4XQatFNLsq5/KCxM4tjyywNLSJtGoQWhCs3fbzN/8zd8svptvhwhpNSeffPJCCM00lTgmgzjpe61hIGRgBI9///d/X3ixOETYobrNOa+EQ6N4qoEEF3lOXPSF3nBWIX5z1HPSY9vzXIshHCNB3pgozkH4+m+v/9sRKPkixkpbXY877rg9AdhSjayjxTTqMT8WHJBxosUNxkAEb/sOfS87d/BbxjAx10QaQd/3f5ZMQ7tjDoMGEjuOdD67MCAvkQETTVRatuVHcURuYKe0WwlV+hu9MxeJGeVNbmgnkp4lVPH7xje+sYd4YCv6sob+mbQgNHy9omzYRSPCVRgQliN9ono7V35Ii7puDf8rD34x2oab8xlMVB6M/UMGzNjhARk81lC3mDjzjX4hAz92pyCXq+0SDqIREpHfN7/5ze70009fzKGEE/Zv/MZvdGiOrsPo6DL6lTH1A/kTEjQ77uw1r3nNAhdP0orAZf6IdjPauXwzOwWGjEi8ZeRtLaKRJv0VcqU3yEH4Mzdc1lAvULppvZtjKD12TZE3iM0pfX1fnbVp046QKylj0mO+7XdBMTYgV6O4Qpg/+IM/SJWQbNz1XAgMIbBKGYy5MBrvkv+ou/yox9R55n5eboAkRM7iyEmFx6Z905fTFpH/WDhVP4U/88cTTjhh6HMX/vulzY3lQWcnVNm6DvgQH3MZVvaI06+c2vg/+MEPLsJIG1MDPYQB7/Kzq+AAJfcxg69Nc+hZZ4KSjp848K60IeciVBFASQvtPIhsziHj/4ywotKrwbQSBbzTYkQazUWosvoKEYPgMofJCFXipgMiLdUPtvBswoC1zhebI300svmmiFD9yZ/8yYXfVAGPs1nRbmLLfesiClofH/7whxcT3aF32IKo8kAzpWXFnXaFhmWLVuuy+KLxjICNwAmZ2/djpZ9voe0xse4LKz/IUiYKvIfwHE3ImXTh7wlVaapbLQAtNLUSqq0aMhGOaFir7PqOk0DzAU3WbTMiVJncltksAiVfHI0/AjJ9AwJvpqFGO9d2WPUhdqv/0bF2i3O1CcvC7FyGfkt9AbKa16piciD/KZPsKJ/q6yBGMOBEGhmhykQC/2c84xlRdEe5tcpEvKgJe9R/HxVx1y0WcISHnxgRngVDFr0ivyi+ITcReJ5Q5T3KRtjNofWmY14y+ZQ0OaJB5DY4fOADHxj6hMn+kCzC2hOqKFfIbwqhShv94he/uJBfIZKH5B35I08gq+r/zIbQ1HyCfDIfGmPU7thR12c4k1M4vP71rw+DWmUVwra2Ix8ZBOVHP/rRxbnqQ3ISE33VE2R3yU1DNvVJ3wMRGmlhUT8J4wlVlFBwp1wxyJn8P4ZQ9UdveQz6/mehiPTo11nwiAwkCWE4tmPbjAhVvmOKaamzbOHXzkdwyOqs0mdRQNrDLCi2nomr98suBDIEVi2DMe+jjvOLlFZ8vpjrKzx2xIPRp2k3I2GQX5jr95n91OY2TqiK+FiGUIUMtaaFUGXAoMDRcrQG4UeVxgrorHLLfYqAZNOInm+99dYjwicrp5GRRmYLoepX1KL4NBHQBVoiNTOBVdvrwLfFMICh2RYJHf59CSoiVBmYdK5lRoYJj2gCJ80kSKg5zlXrI1T5FiamIptXfUGWx07/gyEaAV64l/9YWx1jRKhqa3dGqDKx6Vud+tznPrfIK5ihlcBkeZW/Fkw4VgBNLI7yWLVBEGNAQ5OL9pb9rHCHlk8Wbshdbcl+F5MH+jRLqNLWKBPIdKvZC1FP2HUQqlqcYKdBnwE7NMbnIgf60sr8IqGiCNUMrfW7l3xxNObSTM/OSdcb0qiS3NM3kVVYjs+Ysz1CSij9SCPMamRaeU3fYG1kopa8QXCwyKy2LVIzI1QhShh3W86Th0xFm6mVwJKWFAQReUdzFlkjI2UtHvbbeYaYY9cWeLJoNofpI1SJXzIlmpDLGuIg70OkhXbPELZvQW7Z/FAOqptevoCwlF82X4B0ZVE5M8iwENJcALpK2Yi4mXPY8T7Lk9ylhclY12es/PKGN7whDUoehBf21PPXmQuwk4++qk8m0iI1JFhfuCE/5Dhv1GdZQlVEJbsaZdDE5VvXQahy7IraRaSZqjzRryD/2d2Z8lunrb7XprksodpSZ7VzlXJpXXiyi34sMGTzVfst9VwItCAguUp945wymHgy4rb9UpYve5wQ70RtlHftriHC2fPOo7j3U5tbOaFKAvwygxYpoE8lVBFiGSjsWYGqKH0aqpBEpNtKqNpOcxUabHY7BmlFRgTiEKGK6jaD4tAEg3NiwUATAQm/CBEydnDQ2UBo/A0JGvhLixGBQRdNMbBHgpslVMk3+ZdmHYQvExzcOIeIi3T4aWWQs4rkhk0Ytgzr58tY3zbGHiJUiYvJDEKjvo8JHILUOgx1EjyGOq8xeWkhVKOtZXw/2g9MBrQaH6W7rq1dUdqZm9rAXNu/s3Ra3JlA6wwnyMO5DdpKtH9LqEpr3U8UtJrJJLDPaMv/VA1V+gltExzadkYeyT8arZswtG0mZP5YmSJU5y+NTI7I3JWDki+ExAM24zfthu2dQwaClLD8aJcRAYRgzVgPSTG3bKQt3Fpo9fm1BGKfvAP5BfkXLb7aOJF3+E573qYnVK1MxGIx4dGWb5GJ0KgXnlxyIsOCekSSWkJVEw8IXMYn5CEWlNh6LfkHN8UvN9n0VZKJsIc0R5S3PnuIUGUMgxi0faTd+dUXt/VDRuW7qGNDRqQx4VdJqFLvhXUfoRoR8WiOcqQS5ZXVW+rDsucPD2E1xR8tceod9X5IWaGVUKVdCktsiIRVGfCW9j1KJXMb3QdhCVXkIeapVvkHLWS+lb5zyKhdT9VQRXNXaQ3J3eSbucSQrDeU56n+lD19mj8qYBlCtaXO8r3qb5l7Zu0y+i6IVNXfOY6hitIot91FIJNTM3f7pauSwVg0UZ3lCIAh00qoIh9JZiJ++JjM7Gqby8oN9zFj1+gt/1nCAthOeBC+IDQg+uiUOKNk6KdzHhGiRIKsglBFCFTlQ/tubqNbzPmO7ObAFkKVAVdbWZiEiNyL8gv5wUAN7hiRSSJU+R8SFcM3IxBwIQVaiWhKgAeaa/zPD+IUN/z4Xw0WgV6EKqv1CMUMXGg5Qtrx07sM5IQnX/w4twPBg1tL/QArPIYmSYsPWPJPC6Fqk2BiycVkfEu2kmPDL/usbVNDGoRj0plCqCK4oIGjtoLg3aptwKTSTlbH5JV6zuR6WUMemGzSB23acAkKOCL8D223nZLXiFCl7CLtBBGqaLIwwGc/XVIylVB9wQtesPjmlov3mHAyGaHPbNHItxgxyaWNqu+zfi3PtGnaNuVDHdfYw7tFqLYgOC5MJkdk7oq95Ashcb9NvUXYpU8ZmljzBuG1MEpdjzRwaLOM2xdffPHexJb8DxJUW8azSWoLoQopxS4I8g8J1LeDhHZMuH/+538+kntNDugzkEEYF7k8AQPJiSyDEI3Mo50b5Jf/WWAlPtz5nzOp+Z8fxIX6H86yJW/IWL/wC79wRC7CjbAQDJKJsAmPFiSLOpZ0s3gc+YAVPgwRqj5pySljtxRL3myR9badUGWsEm6ULYsGmczv8cu0XX246H9I3JbdYtG71k3KJS1KMK2Eqi59VdvIzn23+Zj6zE4f0uFoj2gRY2q8es8TqsimyAh+l5AIVfqPTJ6SO/0reZ5CqJI+fQbvc7nykNFla9TLsfiwy4vvmmpYsBOpSfp2/roMoTpUZ+mHrZb00O4o/33gqrqL8s8c7cynUf/vLgKZnJq52y9dlQwmfoZ6OyehSt41DyRuZJrI7HKby8oN91kIVYRFft5kCSucnfDgxrauF7/4xYvzPBlkx/x0icAqCFWrxmw7eX1HZktgzvxxJ4wEcSYQDL7RT5MLBpzIHzfIIAhV/USORukjUEBYcnYqP84uogH8+q//esdtjxLm2Z6GMICgyiQHgz9htR3cnl3FuZgYkcRoKFjDpASSzWJjNVRt2L7nZQhVzvx6xStesdAqQVgf+mkbMoLNUFj8RUCBEdqaYwWTvu+O/NjmBMHTaiAO0S6QZgz587+xhCpnWEn7SR0pbdFqp/Tlj8kg9TE6P7jvPfzoM2gfn/jEJ4aCDvojTDHhsfVz8KWZAzDB0qSrVYuCSbYl9oay5AlVSFvOVoyEQdVntEHpC7Of2uQUQhUtH/ocBNJWApm2Rl1rOQPI4oH2K22ZfpJjHrL+NHNHSCCf+tlL+opQtUjP85zJEZm7Ui35Qkjcb0MU0l5YTG01mozyHj8WWmVEkK1CE5C+XGlmbZR2qDDIJ1F7JYzkIWzIZC61i4w09Dk7T3IR75AGdUlHn9A3M35CNuOOYYGGMQhNUI33kKa8qx0GEGLKL+SDNSw6Mx5bI3Ih27Vkw/K8DKGKRhb1gq2xLTIOYYQ/Ms7QO2AqGRa7b/eK/S6wFCEkGd/6++e5CFXKB0yQ971sxP/4qyxbNVRZ8NZ2c95l4okcOqTpqW+k7UEsjdUeRDaDqEdxgbPolzHUZfLeImu1Eqqc1y4ssadoMbd8E/hT91gkyc4RtfGwwA+J79ulDeOfPaHKTgAWotQnKLwIVXbYZfKU3OlTwGUKocrcjXejPCgv3tZ9HszLxhhkUNICY/qGqD/uc6Ofl0yFzZE9MssQqkN1FpzJt35jSBHyR98v0ps4+o630PeUfXAQyOTUzN0jswoZbFWEKgu8GudpC8ccc4z/nMX/u9zmsnLLeNAQgK7rUg3V7IUsYYX3Ex65L2OvglC16s7+YoQsrwwuLcQCAg4Vj0GeVeTMiKwY2vKfvW/dGdwZALiJE+1LfqyGkg+IVblhU0mYQNgVVg24yu+55567eBfhQEQUgiLx2UHR5sE+r5tQRVBmkOX7Ie3t99pne3A/38JkjItOWNGx4fqeGZwZcFdltO1wzM3qEOC6tY/ODyLN/zSRFGlu868FAG3551wzEYBsf0QDpUUDysapbX3gjOY5WjktP022eI9f39mtNr3sWQIoZwBvyqg9IGAi0A/9tACCEBstbEXf4QlV2oIlS+w7IlSHJnLLbPmXZnOWB5sfPdOONYHmXED1PfLvs/kWFnb8RKfvnRa/IlRbUBoXJpMjMnfFXvKFkLjflhYO5yePMccee+yib6V/heRDM5LFG8aMMeTsmDS1iNl3prUlEOkLljX0uxAPdjzX5AB5zrqzi4FxSuOcJj322B3JD5KdGKs1TlnN0izf6yRUyQPjNgvgLDjbb7XPGh/1HdicwcZ5+f/6r/+avmfj4JmyazGaeEFmtxiNB+RrGaIfghtSh3hQVPDyEbKgMGghVPlmxcdiNbLT2LEHzU3SpE62yEYKI0KOd5H7o0XTFmyRG/kG8IiOMvBxtBKqLGILS8pvGU1cnwf7v/oUdo8NyVT4syOPfHF+b+vxXZ5QRZM3qusiVFe55R8iGPmYheooDxYb+yzZkP6ndTFH77NYbY82kPuy9lRCtaXOauFLdbB1Qd9+kxRQiKPlaBL7bj3vbwQyOTVzj9CYWwZbFaHKbmK1I2zmlZHZ5TY3ptyib5fbgSVUreDeMmlHy06CuIRpgehtDcBDq1pzEqoQYAy0VqCDyKABeK1WtsgxWGg7NoIUZBtCiYwEPaspJoK2ZZVTBFJ2VprSsbbwQPCxhi0rLWVk34meIc5F1iGYgg2rq2jpQihvi9Gt6GMnyUxA0SbOtptJQOgjVCHvPvzhDy8WAyDzKIup5DECqzpiNCqob60/Jju8C3mffU9reUG0EdcYYq817pZwaE4wYSEPkAkf//jHB39MgoUdJKwm+X3pSWiGLMWwEMUxA5EZS6gO3Y7q05CmG+mon/Fhsv+ZxOvbEbrZIrNJU4Tq/OhnAkzmrhzsCqG6SvlCWDBJZGLNgtfYNsbEXAtmtDXILbZkcmHOGO0t5WXIZm8enTwAACAASURBVAxhgRnyp+84D4vbHIQqizp+W6zd8q98IzcxPtr+koVWsNGCFjKINDilFQhJRxiIihYzF6EKedui3dmSJ53HyJiLPMT3QMDS53PL/NxGE8lIDonSmotQJW7kI9pNJE8yzvDt/PoIVd5nAZ5wXPbIAruVu6NvyNy0tRj5s1U2IhzyvvK6TBmRd+JBVmgxLYSqFiKUP/r0VRhdwks6jNEtcpXmGLzD4kiL0XwOwgBZlD4yOoprCqHK5chjDAsd5J2+aaxhYYh3GTOQq6fW2bHpZuGnEqotdZaxjG/V906ZQ9hFAeJZBamcYVPu241AJqdm7tHXzC2DrYJQpY/QXJE2gIyULRzvcpsbU25RWcptbYQqQilEUdaJI3CzehitGo7RUEXgZbumfraQrYDOUQTqcNla7X+s2vKDgMNPB87zP89RPgGV72OignDqt4AJdNka3OfQUIX48tqzEaFKY2B11q5uogEIFmzTkdGWive+971yOnKEQMuW5YhQhVQjPjQUIiM8LKFKmaElS37GHM0Qxc9N9HwnkxrljwkEBjJ5ytb0KJ1l3fh+8pnVsanxtxCq1F3qN3WnRWOhLy8iMvkWVpXHGBGqWV0ZE5cEXbY+rtvQ3qhbYMDPTtj78qKtqgi/rdsHPaHKURwsHKBJ440GyVYNVSbBrYbJBn0nbWvMkQU2fmmegBnfYPsrGy57ZjzJxhr/DgsIfRo+Rah6xJb/PxNgMnelmBGqB0W+EA7YHN1D+/BH8Ngwfc/s0qF/Ud/Eos+FF17Y98pkPy2wQE70mTkJVeQF5EG/IBMRquQP8tUaxktkBY1dkHFgBSmsSYXyy9brFhMRqlwm5WU3xaX4SdcacIRonGN81M4WFt5FskOo0qaQn+c04EaZoJzQSlDMSaj2fUsroQpGKApA7IxdyPDpixQco3hAHLRTtduIHPbpZP9rnG3dBTREqJ5yyimLBR7yhsYvJOcqDIsJyBjCwM7t+tKjnfEO2tfIhS3GEqqEp70yD9Tlv4pDcuYYDVXqUKsRkYjsNmUuhJawFErAAE3bvsWtKF+tcwIITHYY9eVzKqHaUmelMMN3os09xXADu+oXtl9kmRJnvbM/EMjk1Mw9++o5ZbC5CVXGQ/FA1H8WoPrmorvc5saWW1aeownVLCK5ZxMeaR1xziekms6zkk3nTqEhrPqzfMYQqlxWwORYPzpBdYp20BWhSnqRkTYq28fHGAQK0rOkYPa+CMQ5CFUGWT/AR4QqRKK/EELb2OyAwSos32Hj1HljfZdA6FtFWCIoQuy87W1vWxB1nMtFWVOmnJPJ9kL9dFkGBJTcnvjEJx4pv9ZVdOXB25xLyjehJQjJxLMIVbbXs31yG4w0OPxEcNm8tRCq1NtlJwnK57YQquQHLU+rba08rtqWlhN1jd9YQhXN8VbjCVXeY8AmDmlZKS4RqmiTQNxnv+c85zmLfLPY1WKYMLPFFkKcY0Miw7mPkEF9hCert9rOLOyIlz6t5VI0vpdtWkzoIFeZ7EQ/EdcI3WeddVaU3bqUKkRlM44HXb6wqGtsZEvWVGP7J2QeNN9WYSAwWBgdmpBbAtHKa1PyRH/IGeDeeEKV/gHZxo63HA9Dv2NlDs5OxM3GyS4S3Fq3hFpClXeRVzmSCVmICwJf9KIXHZF9kIF0Dj5pSF5ikqPje/iWZcpM2+8pe2RmS6iCB4T7HKStyoB+mW9B+6vVbBuh2npWbMv3bZJQReGDcofg7iO+7HdYQpV5AwsRjOdob0q+Ro7n/75FShvn2GfkU8kv1CV+rX2FCNVW7VTy5glV3Li8jrkDF8nJiFBFlsjkKbmzq4B8c+xIi9FxLPQz2UIEC2tDu9pY7LakKuVPH0M5DvXN5JNdl9QB+tZInpKb7uRgvp/VgymEamudZV6vumF3XrZgrTDrOgdY6ZV9MBGYSwZbllBlxwj9APwQ2uz0UYz/8FRwPkMLd9Xmes5QncrYZhMeiAQ6ODpzyCz/04VHTMT9AeZjCFUK3xp7aYAddBGKyE+2esVAg/9YQpWBGm0FaTXYvPjnuQhVtqxDUnoTEaoQZrZhaMuaJZvQJKUhca6mNSJZffnYMHoWocoqNQ2Nb9XAysQEXNF+4JZcSJ/shwChcrKEr9JptRFkiIfvQqjwhCrfhD8Tuk0bsGKiZMtpjjy1EKo6Q3WO9LaJUKUeoYmzTsMgRH2jT1R/sm5Cle+FoKcd6iZr3DQhQdjkGS18+mae7Y9JA+2i5dZICFIm+/Sp2SSfyZAm7fRZtk/2ZYNwrj6SPOhH2xjql7XtEPzpt7KfnVyw7TJqc6Wh6ktmc/8fdPlCyGvcfvzjHx/WWYUbskUSqm2xe6WVXBmKW/46j512NGTmJFSZ/EdkoCdUIQe0hV/50/FG3FItIzKGSYeM8OPizxYjQpXJCrIuhBp9DiQJ8hra8hCrmTyEu+Q6yozF+L6FqaE86UxJ+m2M+mY0VDF8F33wXEa4slut1WwbodpCPLV+2xyE6tTy11EPaOK1Gkuo0o6ow1ZTlDo5dCRaa1pZOIhDtOnZtq5+q0+OsPGoDS9LqKKByaVgyNQ6jkmEKrKeZCjaObKn/petPsj2JTaf9pmFDdJBOUWXCFt/ntGe1yIL+PTdCwI5a2/tFobkdWiOhUIM4SnzTKbCHZJe8YJ5ZKYQqq11lnqp9KfK/ZI1FE+24B59W7kVAq0ISIZQPZsqgy1LqDJHpN1orkp+kAdYcG4x+7HNjeVBUw1VIhqzHUGAqxPyBB/kAgXEwBAZaQpF/qsgVCGOyA9qypFRpRqauNt3NcmBrGsxIgv6NFRZJRsSFiinaLu6BG+docpEia09bH3WKjvamuCAxq4MWl24vfa1r5XTwmbAxT0jSxQYHLRaDZmqSYP8ZbPKy6UJmREJSprLbh1SHULjDuMJVSY1CD4ISas4Qy77xsid4yoQSOY2tC2wjM4u85dSzZE2xDXp8WtZYLBpqnMeWnG37/Q9QxwyUK3LQAwweWalHqP+hG1QfZNl+b3//e9f4Lashippo0VBPHYSgWBPuWjLP4QCmgresLOACRLh+iZKtJ9XvepViwGYcs+Mtq2RdstWfiYurOBCjPIOdbjlggstkCD49xlpTKE9lxFJRaj2Ibhev4MsX1ikRSbYY3qsf8szF1AyzqBFpP6JNjbmMsSWdCDRGFez9mXjaCFUkQsgHocMGp2REZkhYoz+iosWIAtY8GHhFzwgNmVwh4SgH7IaYmiYgRnkQJ/h25GDRHogH2uB2b6Hhj9jcR8hghYraTLZ0dEDNo7WZ7aNKz9cPIPxhKomey3Ez1C6TMwYE5EJWydpxFmE6tHI2i3/IvSODtXvAllOPTp06FB/QONrCVXdEQGhi2xBXPwoY7uzzby+9CPaU7RN5m+2r2Acl+zUZ2sBwcpCQ5mKNFR5R7sumcdgRKjaLf/sxEGW84Z+mzkxJF00d1N4lFvon5HN+uYl2tUG/uzsGZoz0ofZM0K5cLilL9H4649HUX5lUzfIS1+/OIVQba2zLDSqPk6dS/kt/xdffLE+r+xCYBYE5pTBliVUtUOHRWjJBbSh1t2J+7HNjeVBDyyhqok9W9EiownGGEKViQMDU6sZIlRFiEJ+9E1Gsi2weh/hgcPMEZYZ4CWAcR4Gwq0lUiBGdKYWAosM7sIkOxcRUpbtcCI/aIx9Z0NxFlGfvwZliE4mNFPN6aefvhhcyb8EPU+oErdWP1s7kKn5GXqPrX5g11fmQ3FE/usmVBFAJNSgAYOWY+tPda1VozP6XuuG1qSdIFu/uZ853wvNTktM6HvY4qnjLPpsLUgwsLWaaMu/3hWBygVZGP0vQhXiEhI7OvcZoZ7t9rTrTIMZrQjavkgKpWtt+hDVQTRDr732Wuvd+wxBijCt9tsb+P+fc0bdayVU+85ALEJ1CO31+WtCt+0LtquQL4Qy7UjEF+TiFANhRx9Av0g7FEFLm6GdjyFZ+tKnv+G4ldZ8WpIkIgVwYyGGPEKiZAaMIsKS8CJUITWQ/9idYxeJuYwJHKz8I4UAKysRF8dXEZa+PDKQIPQfVhOe8H03bVO3M3+IEOWfOjbVgI/uF3jBC15wJBrVK2mo6iJPSLJlz9cVAfXCF77wSHotD/uZUGWRkvqAvNAqGxFOZBTvRu1kCFcm8rxLvRyj4RoRqqRFvdSRXcTLZV1jSPOh/OKPMgh1n7sQMLavgEzok6fkx6I6+ZuDUGUeRT9E2dGeIkKVo0OyLedog0L2sZhLeXhD34HMwyJ8XxnRf+vSU+aUrXMl8kw7R4Gjj6y1+dL9Dq2EKos/mVEdbtWQHlNnLcFPeU+ZSzFf4F1+lHPLQn72reVeCHgE5pbB5iJUyScLzKr72P5iT/8t/L8f29zKCdUhFdhdmfBokpyRZyJAWglVWH0GTgZVhAs0KCDtuMURwT/66Qw0hHTvLzJUlRpCdIyB3BRhi0DKWbV+0GRQ5DvtdjdWS0mTVVFrIEqUFwgWa9B2tYIWxAzEEeH7CFNWRBEo2K7iDcIKfsSxDKlGGgh3xGPPtY0IVbQoIVYI26IB4/M81/9qQxlRPjUdkVnr0lBlkgqW/KhXtBH7gyjHj4UI684zRD9+fZPmVhwgCxGI+jTBW+MaCsch/2yfRwscgVVG/UlrXZbG/lyEKpNY8NQk3BOq5BPB2g+ctHXceZe82KNB9G3ESX9qv1d+1rbb8CnjVRq0VMhzEaqrRHl63JkckbkrJfWN206ozi1f6PuxRST4MdqGGXrW1k0tkDBOokVKm+GHNuYchAgLQ+pzkIXoXyAnvbyj/5FTlAfO0pe7bL5Z/mxRG9qianFgQsxOF2lfMAGwpClhkYXwt+ek4i7ykX7ZGnb/kB/tApIf2h7vete7FmSJ8kt6GgcywpT3kf20BV/xyRY+lFUfyaLwmY3GKfli15FdRPOEKu+jFUhY/KTFksXb5y551GPY9w5++5lQFbYoMXgZSOfzgj1akNZfRwVQn7ijYKxRPcq2Y2fxWTlfGqoKyyKM2hZ5zuqwwo+x+XbGcsYHGfWDpNVKKs+15V950K49lFMiQhUiDxLYLyhx/JIIaGRdysMbdua0HK+mvpy8ZEcC+Lin/r9JQnVMndUOL+oGP3vWbeu3a37O+8uMta3pVbjdQSCTUzP36MvUbueSweYkVJEtbF/PguqQrLXLbS4rN9wlv0Zl6N1Ga6hmCSviXZnwsMpLR5ltmZPg20KoUvmOOeaYI9tnwYKBm04YoQIiJ/pxmzp5QDiO/L3bkNDAIA3+EoqJm58X9skfxA5+fhuvVuX8d6OVSnhwscQJ7iK/8Ge7CSuJOkO1j1AlHxx+zAqsNxx0T3yQgMtMHBBEiYd82JXbiFAlDyJ9+E4mgJswOnJhmctGonxvglBFCLZEts0XZULZRPUTjcfTTjvNBp/8fM011yzSYaK6SkNb4Pyov/u7/3tUMupPNkWo0j+BtY76iAhVLpJAiFT75nvQ6CDv9EVD/c9RH+0ctMgSlTf9kNJ1r036twjVSbCt7aVMjsjclbGDKF/o22XTN9KWIWOmGI1xtGlrIChYeCJufmN229h49AxxypFCMvQnEEcsIOPu5Rv+f+5zn3skfWS0KIx1GzoKiIVZzmmHIJVmp77Pa9Oz8MYYyYKY1UbSBabIVV4WQfON+DwhoqOU8GMMRBOM/o2JCW59hCqTf97xhLaOHeB9aekJ2zE23yYiiEtUrZHsKA1V/EhX4wWTLI+bfT97ZuyAbEObD5zHmP1MqEp72ZcD+LDAT1nz06RbuKGVSDsYmuQqvLe1C01HPXj/7H87yfaEKu8wn1KesYfaZ5aOdaetoJXuteY3TahCllKn+fEcEap8B20HrXcZdsyhtY/CCOU/RXtScdGWdTyWryMs7s89h9kkoTqmzrIzwtZDP58VfplNfyWZnXiQO8oUAkIgk1Mzd70nexUy2JyEKvmkDUhOoA2gANV3dN8ut7ms3HDfaUIVQsIbnX/Z16mhUUihswpuDQOOOla7BYwtrLhnA44605aOGAFzyoHVWrFHMFrGsHprV9PY/gFpodVYT2CgZUBD8RMmVlHVcPx5OhJe2CLkDcI3QgWTCk04WglVtikzedDWY+Imf9IURTNlqhHZC+Hrz3XMCFXSevWrX32kzoBh33lmU/PW9x5CLuVgJzV94Vv95iJUW4VwJpA6XgJyVHVD+e0jVBVmDpvJJ3hOaaOt6bOYwffQTiKj/mQThCptiO/nhyYFRhNk2+50szXhOY6DyS/nbHEm8rKGPor0qYPRBIL+G4FA9WXZ9Mg/6dG39Blhk11OyLvSNoRsKDMPAn0CDH6ZWZZQ3UX5wmLBWERdZbwdc2SG4qD9065ZKIEA8IZz09VXYI/VJrTxMWmI2roN458lZ5D2Mgs4jD26jE/fww4i8qS+2BODkAWQE/byPvKnM0vZsu6NZDgWgK2BDOVMMdK0fWwLoUo89M+cSW2NjhfgmIJlFp9E9rKY7U1EqBIGWYq+FCwJY49I8HFE/3NWPu9OkXV3jVBFS9DONSI85EYbRC6CZPbnxfcRqnp/ig0JS1lMOVN+iFDlW7SjhTSQvX17GpNnFkPYjRD1dVP6Cs2J0BZvNdEZqiwySMOMBRhMRqjSbmn39GfsDmN+xqLYHNqk2ppLXxcZFqiiM1yjsC1uYwlVdp9lZsyW/yl1VkpT1EN2GIwxdocomsR+rBgTV4XdfwhMlV9BYlUy2NyEKnlFQ94ustOm+syutrm+8pyFUM1AyxJW+GzCI41IhHlWNv2P7ed0fGhtetNCqKqjZxULElQ/SCni5adtF2yRQahGY8FrAShtCd0thKreGWtLGJ8iZNq0+AZWcPlGGpXO49GgYAlViFIEFDTWLGmKIMR2XuKItpnoDLFs6wPnRlrTSqgyMaDMmCQoP9L6QFt26sQBYkYks9/GTD77CFXetUIhgzFajus0aC3789qmpA9+TIYoP20xWmbLP1vAW888Un61fZ3vsVsGPaHKpII6yHbEuYg18kB94qIPT+gqf8vaTJ7YUm+3Tvo41Z+gVcYEe+in83whTlqNPUMVEpD6b8/uo07LRIQqfrRv+mDaI5oUcxhwf/KTn9w7uaKeMskh/WjyNDYf2i7ZSqgy8ctMEaoZMtPdMzkic1dKB12+kGbDGEJA2EECMO7Tp9hLKOWPjSyhxUxkAcYM22fbsKt4nkKSZPkQiQcBjRyn/l+aqnaSTH9BH+AXcFlkou9Guz6SRXRMQrSbgomTJ5RbCVXJW9gYSCmIGPJy7rnnZp886M7kgHJlYSGSfTNClYhRPtA4Rl4Yo1qNxvopeV81ocoiBWdzIxeBDT+v+YnWsPxsvYm+H23TT33qU5FX6sb2buLnEkvV04hQJV/I+IzNCpdGmniQBmnpMqUkWOg8RKjyEkdVSWuSdFhEjRZvwgSMI3Ijec0UGmxfQb0akqnwZxGBPI3pP0WoMo/i6DUWSXQcGXFpl2NGqCIX0u5ZYGGeq3mo+dRJjxC0HHsCMZ7Jy6RNfw7RofnVpMT+/0vsYuKbW89QhTTNzBhCdUqd5eg9W06tl0rRz9sLdtQHZ99R7gcPgUxOzdyF0CplsFUQquRbZ8rT7vnBnWRmV9vcULll3+vd0y3/PqD+H0o4m/BIkGOyDrnqf1rtY4DwpoVQ1fuclwmRqJ/dgnLBBRcsohbR2HdJjQTHXSBU+Sg0BvxkQN8pQhUBjDNj0bjwgr7KLdJaIH6RCs95znN88YT/txKqvEydoqGSTyYmPEMELbOCy1ELxAMGkekjVAmPMGtJVSZbCCVsJY4mVlEay7iR7z7CP4qbfIk8RfBBaESgYHsRK+Ii15YhVJnYZbcnR3mCHGNCS1nw41w5GU2yVD9xh5hnske+ybMWB/TOWJsBjAkZl66s0gxNbtSfMLlgIWXoJw36qYQq34qWplYXufjALgpkhKr6aUhosJvD6DISzn3rMxAQlBWTeurxMkaEBN9Pvc9+4EK9JFxWhur7yFeZeRDI5IjMXalqnPJnqKre7nf5gr6X+jrl1nWRNvayPOFqbZ3PqD4bLad1jHnkwZIky2ioEhd5ZqzzC12eUEUupN74LcVsmYWMYFEm0tInfmlttu7aaCVU6YvYYsc4SF+o/noZbTPIOOQYZGS+LTJ9hCrhuRhIYxn1g/EM4rqPdOeMfMKy6D+lHs1JqELOgQPtB23spz71qQuyi7yJtCGvyxCqEM1jtrqzEKpxGqKa/zERoYo7iyoQlpQV9cHfjbB4OflDvaKu841TxtgWQpWkOf+YNPRDnhhb9tl4rE+zfQWy+pBMhT9nQ5OnKYQqMjVGx4gRD5dGSU7KCFXeQducMj7uuOOU/aVt5mq0Z19XfcRahGO30RRi28bH3QB8N/1YJlPhzjyecJyhnZlWQnWZOqtL38gLCh0tpLLmzbzjz9LOvqXcDxYCmZyauQudVcpgllBtuXNHx6JRz/llYzh9hu47IdzQ2fW72OaGyk3lN2TPTqhqNc9PeHQIPppPkbFabN6/hVDVNiYGTWu05R/BFEKBDlVCI9tQI8PAr0q2K4Rq9B06JFiEFRMptp94g5DM96K94olWheV4AMIMTcYUfgyhCt7UF+JHeEZgn6LJoLR1/EPf5GOIUCUuBForQKpO0LlEWrxKfw6bCQ9kGg19yIAfW2vsxIO8MtlBsOU7MOoUlyFU+W7aY4tB41SkNEK8b28RoUq8tFnVBwQ3ztidKgiiyQEW/siHlvzPGUaT0FVu+ZfgzORbBoEQDWt/KL8m6GhtWEOZQWiDGbc/8/8yhkURjhdhQtViqO+kjVC+zFZBTehaNVRJk3oXmSJUI1SWc8sEmMxdqR1k+YJ+nPpMn+gvhhQ+mS3tO/ohTzD6dyCd7NlZtA1wX4exJMmyhGqWX/XFaBpC9jFGeXIJOQiyjTHYn02oeNmZADZ9fYfCym4lVAnPETWQMFr0YffGWFJK6TJZQu5lezILV5mRbNx33BAL9/oOfT9EYHYJkbYlT6lDkIUqL9JCcWKKYWGXMc/nG6UKxk1IG+qbvseTVGM0VFm8jWSsKN/UIbU17h+w43RGqBIP59Wx64b8MlayoNRidPSOlRFa3lMYyQakm13oq7Da8SZMKbshklTvtthT+oopW/6lrCNCFVkUzX3mRJbMxp1vxc8b5E/VvalnX9s4KUf6hlbiXvNj+rpIM93G3feMHMc3tmqosksqM62E6jJ1lvomElj57pNpNW8l7Fy7pbLvL/fdRSCTUzN3vnTVMpjmdNRd5tZD5jPHf+bIeMc7fZrz9LXIQoTjx5gTXSZOmrvY5vrKbQhH6z+aULUvR8+QdwDuV6bQekAw+uAHPxi9thAkILm02mcDtRCq0khkELeGyQFaLTrTCEKQ/PWtPNHhquJM0QSx6fc9Q/6SzrJb/rM0dOYW34xwhuDoDZoXrDiw7b5voqXG2rrNSwNTS8MmT/ZGeAigoW1V/jv0P5MQ6llEHCsMtgj+SCPahqP+WJV3ti4zwZqaPxv30DMr0JCgUZvw7+q2WOoTQgzb87zwymQKfzRKvJFwnk0eFZ523HoekbZXof1hJwqKKyNU8Qd3SGK1QwT5TKtG8XmbySdC0ZDg799bxf+aFK6SUNV5oBABMhkRrfbsCVXeYzKJ5gPYIzhniyxKI7PBn1VT+pZsS1r0rvLGRLNv8h+9KzcuBiP/Q4Qq9Z2JSV8dKUJVqG7ePsjyhQRgFjpaDDIPY77kJ/WlLDTSxj0py/jPFnfGEggyhZfNDg0WOldFdPJNU0iSFixsGE0MWEA544wzQoKBsYt+oY9Y1BEr7MBoNSJVIlksioMdQcK/dezw8SA/oJ3FNla7S8GH439pLw6RPshrCkv+0Npj23xkRMK1brllvGFyxzEMyOn6fmzKDlKMchsrDzCWKS7i9efAMtbIfxlClR1gb3vb2yIo9rhBxrF9nDTRHvTjbB+hSkS0Qy2SEwff1EcW8Y6INX8Z7Z6MuX9Ih90uugxPGCHTUO5cnsoxat5Q1+zWf97j6Ax2j/gFDP9uy/9T+oophCrH05F3EarkLZJn+ghV3rGa/1OOWxAm9NssfNBHtRr6dpUFpCry9RSj9jhEqDJOI0P29SOthOqUOuu/jWM4tFOO7+fMax1Tx6I/9yxovkK9ZmfrVIx82vX/wUVg1TIYdZgFB3ZXIK+ob8ZmZxHKcpYoZXxgHEaW0DGReod5I+2E8BHnIO5M4WnfcGv0/4xV3hzENpcSqkzO/RZyD1j0v1aDWG21hkFgqiCuCQGFlxkqD+ezRmdZ6R0mz1QGJvh9hJgVZLaJUIUgi4gpfZ+3tTXF3jBpwyBAQrKhmZppZxEeQUEES6tm5hhClU6BbWh0CJrIoZUBkeGFTJt//0zeGDRbSF8JNwyeLYYOCKKS86HWZSgTthy2bBNC85pt4gjKnkhVftWBRrfQi1AdOi+ITpVJYbY6pbSklcJkSosZ8pPdR6gSBqFVEw7aLefVjTFobVCPONdl02YdhKq2ubcsYoi0tIQq9YaJPhdBSMMT3CGlv/jFL46CkLiYiID/2MmTLpQibfLZsk3LZ059H8Jzn0HAiCaD9p0iVC0am30+yPKFJqCtchkCMm0o+/kdHJq4ZuHlPtSmlqkhU0iSsf2LJh7ZFje2fNJfD2n96dx+5KdWM4ZQ5XgcMJfsxTPEaEZcRnlAfoIEIY8ti1M6P5cLRocM/SZnh7ONMTNaKO/TVPPvsiiuutZne+UJH4//n4kiBGQ2liHbKT2PsdVQHRov+FbOtewbtygXtGNJj/KJ5Fw7D8kWuvkmEWXExTEGmSE/2gE29A02Dq9pKoysnWknI7vacHqGEFzWTOkrphCqGnMgLfpMRqgixzLfoC1IwxMcWBgbkqN9esxb6X+Ri6I648Pb/9VfkbZ2LVr/lmeOSuB9nRubvUPfGpHONrzGs747GabWWZuOXfo2swAAIABJREFUntFSR0lDfTDfAWeg8QAbZREdDaj3yi4EpiKwShmMORZ1eOiH/CBz+PDhwfDEF/VLtGftYPFpZueq7nqbG8uDpoQqKrBDAqUKydraGj6n0C3ipY9QZTW0b4CBbKAjhaAZWqWHyFKF8be32m9d9nmshiorxBBfrQSRBHLe84bzMxCeEYQyLTa9A5kIHgw42SREYWWLULXacvKzNisoDGoQL5A5CB2okwt/vhetZi7R6Ft9p3xJq3WbsL2sbJtXIlk5RVNvmW06wluXUkWrxtJe7duWRwfORIGy4eyorL3RTgnDhKFv4ULtuk+4Y7JsjzLIyFl9o2w6f+pOdDOzwqzTltDWqmVERw6GrYQ/30J/zTsQoEMGTWvCQqhSRtQJFjUgVVRmLEyICCYswjRtlHqQGQZstMNFhHN2GGUAQcukgnaHhjTpQVwQFvKdOkPdY3sd9YEjWkiTX+u2Npsn2g39RrRyasO1PGsiMscksCW9CpMjcFDlC7RoaIu0i6zfzVHbHZ+xJAmCP/JDCwEICnYS4nfkgCv1i/F2aOGYeHQhFYuMrUaTeX+ju32ffGl3BjYyl9UOZCxBC5I+jglLZpAZ6LNZXOrrs+37YEmf2ydr2/BDz/TlxIc8uO2GsVBjTp/2qs44jb6HuYU0oDO5BnkbYpy00GTNyqaFUCUPOrKL+PrGKDSGCDOWiI6+cxvc0JZXebUq60jLyh8N1/c9xx577CIdyNg+g8Yx+dGWf2RX3kGTm2PIKGfmMPYmbPp0ZKQLL7ywL+rFrjjiIm7qF+2J4+iQjbh0F0UKFCVY/EWuos0z/6Mdo1nLogfEpfDCloZmb8LOk3jZKTH16BEbnY716iNUV1FnaVfIsZD9yJ6UDUoEfX2pzXc9FwKFwDgEdrXNjeVBZydUEfTorFlBG2vYwgMxxmosZx/S6YmYI0468ymGOBBCWU1vmWDTsWrg6dvypbwgACO8ZoKRwnl7DKEKOaA8sYrWMqlCWOMdBAJrGHwhqfz5sJz9xLYHSA6IZAgaBmRdvAAJExkIGM50guxi5ZvtUhz5QNrZyjVljVYxYRD6LVEG/loJ1Tdjs9ICUc93WRIYogahoU8jwOfb4rnM5Vc+3lX8D4aQk8sSv9J0QeDyRmXBhR2soqO9hKBBmwNbJpqcyaryQKjz55JS/xFY0TJGUBlqD2iKE1828VAemXzSfjmeoQUDtiuw+t161qvSWZUNDsItI1SZwDEpEGY6vJwLxVqNjrGAzOwzCMMiLNGOoV5QtpAZ3tAHg7vyj80EAQ0F5dW+o5u1bfjsmXrCNlR2M1DHqWf0TZDJ9Dt6j7q5DoMmP5f+QCqjXQuJwXgmDSC/62Ideao09iJwEOULEJCmF5PvXTDIJ8gCY8ZkvmsMoUr80phgfGjR3CVf6lesxiZEGAt8yGSWnIHooG+iP+YMNGQiysKerU4fGRm0ByEtiA/5RgtepB9pgNAvczs8pCb9s5c9WZRiPFD+ZYMB/ZYlgVl0h4xlgWuMkYwQLcKPiYewjA8QQJSNle/GxrOu8IzBwpRtjNbYMZNdUOCDDMnCIMQV9YP5hVUG4AIkv3USZQ1kWJQZOJapzzCvUH4yDVW9z2IkYZETM8OxNoShHu4Ho7M1+SbbZvVtEJzMRaQEApnJ3InwyD2tRgQoMkGfQauZuJGXkD+p96QTKfBokZbw+rEQzgQ+MpLPFbbPRl5hsQfSHrkdWY05Ev2UtEJ5Pzr6K0p7GTfKhQtywBBNX+YHHHEHqa+FB9pPZvZbnc2+s9wLgUJg+xBYOaE6lIDOKcoun+qDDGGX1V8m1tqCbAeOIQHEx41QyUBEXKzithpWFpVupM3n49EqGgMoGggQkC0/wkIqtLxDOPsDoyEj7QBdCAO+EKac15Rtk9MEQt9vbcjuyDCxQaAUSWPfgSCxBiIVwQTBnTrSt9qPGrk0JhQnZcmExhJr/rwrm172LLKZeKPJTfbeJtz5VogEhJKpK8PEIQy55MkbLoXzxJnCe5ty9nWBBQWENYhwu41c6UDOokGMgImQZ7eRDW2lIg7IwpYJM/hQxxHEbB1RPjZhW02TjFBlwgR+tHEJmuAO0dlqpHXNtsY+Y4V5+iy0u/qwoq+ATFQ9AF9I7qgusriiSTnaF2g0c44qZUy7RainvTJZjN5XviHrlR4E5zoM+eFMaSYaWhBSHrDBrcw8CGRyROauVA+ifMG3s2WbOsh26F0wkBc6VoR+oEUeIgx9h+Qcnvves2F5h10uEbFi8aJ/UpuWDAQxQ5+JrBItEkHMQEjYM0MVB8fsZH0ncqHKTeGxIeRs38czsi1xIQsiS4kEsnnnGfmJMdTGxzPyAQSuDN82tOVWYWVbsjlbCFfYFhuCl7zNuVutJd2pYTgKQLhG7cwu8ilcZlOfvFzKmIY7ZKx2gdi8QopD+EGEIyNpFwlpZKS93qfeItPaOiA/bOQztSfq834wYCL8o3aP0gXam8wz6IOQdRQ+OwYtwkXa4n13XUCcM69S/PRFQ/Iq7UPHcNF/QSxmmqqcGay4KUfIV+oLZCmyMXFR9pRzn6EfUzyMteswjAVoE/N91H+lL5vdkpHZj3U2+s5y2z0EMjk1c9+9LzxYOc7KLXPP0BmtoTqUgCaiLef4ZZnCHQHBagEwKI4RBNiWwBZWNOXGCpZoW6qz91qcWZ7Zkn7VVVeFAnn2zqrd0WbhO3ThCkLa0Eq38mTPUEQQAcchwwBohUCIXE1QuOyCrR0IGhAyTGLspCKLG8ET8liTJ68Vmb035I5wBDZ8G+W27QYcwQ9icoqxx1hkdZpzwtjmjaYyZDw/JhFoq0o7Bw0iJl7WoH0Ckcq2mT5DHkibtqz2hd2yaNEXr/VDuKTeq95Zv009owGt7x1a2EEzhrpOeCYBre2Vb5M2P8c39Bkm75pctB5pQlsF274jIZQmfS+TnZbdAHonstFeBQfI/k0Yu+gCwTBW224Ted6VNDM5InPXdx1E+UJnO6L9tk39msoks1loRUNyjNyWxTWXO9pi6oshICDO0Jxq2aUCyQnpqfdZLGpZjNVlYrzHYqTO6CM+FsFYNOPcTRZyWGhqMRAokCrEiTw1h4GU0rchKy5riIP4IHF2wUCAkV926WTlyvjMtmrGQbTtIL9ZoGbspSw5hoH5g2+nlBcykj9KwOOCLIrmK8dOqCywh97z8fj/UU4gnjmIch/3pv63Rx0MtV+7c4Z+dMx2dy3++51+/rtRFAFj2nhredE3ImMPaQ0jfyEn03d4rWefj77/kdWR/ZAxW4+O64tvrB8kt3YfojgQ3eegOPdjndW3lb3bCGRyaua+21+7/3OflVvmniGyEkIVUq11QMkyhjsED1ucGKjsFu++d/BDe47BZ6ogD4nHgeGc/ecFo6G0t8kfQRsCE/IS00JgKv98N1uWIL/0vvz6bARCNDlYjSQOiBWwpAwRWKeWCZMzSOu5DEIMW7S4AGdXDOWHhsoUA7nFpG1IcJsSNxPDoZVxGy+ErCamXFo1p2BHPsbUc5uvVT2DPZNmf1RFlh6dOFsCh7RS/PtM9NB+yg4It+HRxvLa49Z/G56ZPLR8y6rySr1mYssixrbVqVV987rizQSVzF35glA9aPIFC1pM1DlfuMxyCIicRusM+WRsu2ZRCS1SymKMLMP5hygZoLUIIYLWPXmAUODW3SmGvCObjclHXzqQuZC0HPOzbJyM8cjukJP0o7tgDh06tFDimFPO1HdDZI2ZSxAerUXaPbvsxryrNK2tM1vHyhQ2jm17pu6z66n1jHXaHPV7DJnKN7NziMWTr/3n13ohoIxQeoiOTup9cc2eKD5kWqHryAp1kMXyvt2J5GM/1tl14FtprB6BTE7N3Fefo0phGQSycsvcs7RSQhUCMyIxhxKItrJkibe4LyvYtaSxX8MglI3VzrVYIAiPnXDwvn1nWUHQ5qee9w8CLHqg2VHtOy7TbBtpHPp+V/rrZbQX+uI+qH5TyuGgYjXmuzM5InNX3AdRvmAxBmLF3zwuTMoeh0C2LbolFmSbKQShlYlIZ7/LRdIeHHNWZQv+BykMi/7s6PF1ZywGaB6z24XF1oM8niEbTcFyjLLA2LI5iOEpg6H+r+rsQawZu/PNmZyaue/Olx3MnGbllvGgGUopoZq9kCWchS/3QqAQKAQKgUKgECgEhEAmR2Tueu+g2ZB3aD0NXdx30HCp791uBNDkpd6O2d203V+0u7lDY5Ky2JWjF3YX6cr5XAhUnZ0LyYpnFQhkcmrmvoo8VJzzITBXuRWhOl+ZVEyFQCFQCBQChUAhMIBAJsBk7gPRlXchUAgUAoVAIVAIFAKFQCGwUgQyOTVzX2lmKvKlEZir3EYTqkvnvCIoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUJgRxFICdUzzjij41emECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqB/YrAWB40JVTnUoHdr0DXdxUChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoXA7iMwlgctQnX3y7y+oBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQmIrByQnVsAhO/o14rBAqBQqAQKAQKgX2IQCZHZO77EIL6pEKgECgECoFCoBAoBAqBHUIgk1Mz9x36tAOZ1azcMvcMpNEaqmMTyBIu90KgECgECoFCoBA4eAhkckTmfvAQqi8uBAqBQqAQKAQKgUKgENgmBDI5NXPfprxXXo5GICu3zP3oGO53KUI1Q6bcC4FCoBAoBAqBQmB2BDJBJXOfPQMVYSFQCBQChUAhUAgUAoVAITACgUxOzdxHRF1BN4BAVm6Ze5bFlFC96aabOn7ejE3Av1//FwKFQCFQCBQChcDBRSCTIzL3g4tUfXkhUAgUAoVAIVAIFAKFwDYgkMmpmfs25LnykCOQlVvGg2YxpYRq9oISxrY/G/7OO+/c46dwn/vc52yw7pZbbgnDnXrqqXvC8VGKw9pnnHHGnnDf+c53wnDnnHPOnnDf/OY3w3Dnn3/+nnCXXnppGO7CCy/cE+6iiy4Kw11yySV7wl1wwQVhuCuvvHJPuC996UthuG9/+9t7wp155plhuBtuuGFPuNNOOy0M973vfW9PuBNPPDEMd8cdd+wJ95njPxOGu++++46Eu/vuu8Mwn/3sZ4+E4eG2224Lw51yyil7wn33u98Nw51++ul7wl177bVhuLPOOmtPuKuvvjoMd9555+0Jd/nll4fhvvafX9sT7hvf+EYY7uKLL94T7vDhw2G4K664Yk+4L3/5y2G4b33rW3vCHTp0KAx3/fXX7wn3hS98IQx388037wl30kknheFuv/32PeGOP/74MNw999xzJBzPtr3qmXetIW75WZu8WENerb+e+TZr+Hb5WRusrAFL669nsLeGspGftSlLayhr669n6oY11B35WZu6Zg110frrmbprDXX705/+9FE/2oI1tJUoHG3LGtpeFI62ag1tOQpH25ehT4jC0IdYQx8ThaNPsoY+KwpHH2cNfWAUjj7TGvrUKBx9sDX00VE4+nRr6POjcIwR1jCGROEYc6xhTIrCMYZZwxgXhWNMtIYxMwrnF08Zg6NwjNnWMKZH4ZABrPFhqMu4eSN31XXZNty9994btgvfr7SOQdQ9pWPtE044wSbbZf3UySedvCfcrbfeGsbn5Rrqsk1Pz5///Of3xNc69t14441hfF5Oau0fs7H07LPP3pO/a665JkzXt6HWMTeTz77yla/sSbe1X77sssvC/PkxnLarMrD2RV/f23azft6P9bxn49Gzlwuz8YB8W9MqO4CT0rK27zNax5dMHqXcraFe2PT07MehVpmFeqs4rE09t4Zxzfrr2Y9rtCv5WdvLQLRT669n2rU1J598chjOy0r0I4rD2l6uZjy1/nq+6667bLJdJnvRL1qj971tw2xdX3py9aW+vPg/6kv9mMr/fv5Cm4/CRX1pFM7LuPRJUbioL43CRX1pFC7qS6NwUV8ahYv60iicn4eBUxQu6kujcF5WpxyjcFFfGoWL+tIonJ//IfdG4aK+NAoX9aVRuKgvjcJFfWkULupLo3BRXxqFi/rSKFzUl9pwtEn+90buvg3bcFdddVXYz/u2m42T11133ZHoMtnVz5tauayWMTKbh3u5lTmOx4H//RyHvFps9WzLlG+Wu7X9nB4Mrb+ewdwauctWudkwU54nE6rKiGybOJMpuVs7IlStv579xIPJnvys7ScKTB6tv54jQlV+1o4IVeuv54hQlZ+1fWfP5Nv66zkiVOVn7YhQtf56jghV+Vk7IlStv55txaacIUPkZ21PqFo/PUeEqvysHRGq1l/PEaEqP2sXoVqEqu989xOhGg1cXvhqnXjS9qL4IkI1CucJ1ShMRKhG4bxgkJFQEaEaxRcRqlE4P4Ghj47CRYRqFC4iVKNwXthgTIrCeYGeMS4KFxGqUbiIUI3CRYRqFM4TqlEY+mdvCGf7bT3bcAi7crd2RKhafz37MYjxTX7WjghV66/niFCVn7W9XJMtDnjBlMmMjUfPfuxjciQ/a3s5icmW9dez7x/pP+Rn7YhQtf569m2IyaX8rO0nEkUC3L84tk0kQNR+IxIgCufHoWyi6EmAdRGqXg7eNkL17v99YIGSfnBfE6q1OBWO41FfGrW1qC+NwkWEahQuIlSjcBGhGoWLCNUoXESoRuH8HLsWp+5XdPN9aaZ8FRGqEc4RoRqFiwjVKFxEqEbhIkI1Cuc5inUsTiHDeEPerGyjZxsOck/u1vZtl3HS+uvZE6pyt7afN207oTpUpnxzFMbLrGAYhfOEahQG/JY1ownVZROs9wuBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgENhVBFJC9dxzz+34lSkECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQmC/IjCWB00JVVRi51CB3a9A13cVAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwO4jMJYHLUJ198u8vqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgEJiKwckI1OswVN2u4kCIKF11KFYXzlzdwYUYUzl+2wAUcUbjoUqooXHQpVRQuupQqCucPzOYCkyhcdClVFC66lCoKF11KFYXzh/FzkHEUzh/4zIUyUTh/KVUUxl8IwkU3UbjoUqoonL+YgwsQonB1KVVdSuUPsN5Pl1LZA8n17C8Doa3Iz9r+wHnanvXXc3Qplfys7S+lsn56ji6lkp+1/eHq2UU+0aVUNh49R5dSyc/a/hII+mjrr+foUir5WTu6lMr66zm6lEp+1o4upbL+eo4upZKftaNLqay/nqNLqeRnbX8plfXjWX20lRt4lru3bbitu5m6LlIJy823IS6l8uXK//4yBup2FK4uUjkc4hLdTB3h5/uM7AKH6GbqKL79cinVQbpIhXK0Zuv60pNPttnruLwmqnt+johcEIWLLviLwvl5BJf1ROH8nJPLf6JwXtbM5iXRBX9RfFFf6sdU/o/60ihc1JdG4aJLqaJw0aVUUbjoUqooXHQpVRTOz7HJRxRumy74i/IX9aVROC/TZxcXRZdSRfFFl1JF4fwcgXYVhYv60ihcdClVFC66lCoK5zkKeIYo3F133bWnf+GCvygc/aI1tEkbTm3UhuFZ7t624bggyfvzv2+7lG0Uzl9KFYXx86Ztv5TKYqtnW6Z8s9yt7ftZMLT+evaXUsldtjC05aTyJEyrGa2hSuQkrozItgkymZK7tSNC1frr2Q+WTPbkZ20/uDF5tP56jghV+Vk7IlStv54jQlV+1vadPZNv66/niFCVn7UjQtX66zkiVOVn7YhQtf56thWbcoYMkZ+1PaFq/fQcEarys3ZEqFp/PXtBiAFHftYuQrUIVd/57idCVQOCtb3wRVux/nr2whJtT37WjghV669nT6jK3doRoWr99ewFg2ziFBGqisPaEaFq/fXsJzD00fKzdkSoWn89R4Sq/KwdEarWX8+eHGGMk5+1I0LV+us5IlTlZ+2IULX+evaEqtxl0zfz7I3cbd/NszUIu96f/xGOraEeRuH8GMT4FoU74YQTbHQdwn0U7uSAUI3CebkmWxyISIAoPj/2MTmKwnk5iclWFM73j9lYGpEAUXy+DUHUReH8RIK6HYUrEuBwiEtEqEb4+T4jm3wcNELVy8G0U/VT1o5IAOuv54gEkJ+1vVxNv2T99Xz3/969px+in5OftSMSwPrr2Ua2dYRq0Jcq39aO+lLrr+eoL5WftaO+1PrrOepL5WftqC+1/nqO+lL5WTvqS62/nqO+VH7WjvpS66/niFCVn7UjQtX66zkiVOVn7YhQtf569nNs8iE/a0eEqvXXc9SXys/aUV9q/fW8LX0pcq/yZO2IULX+evZzBNqV/KwdEarWX8+b6ksjQlV5svZQX8r4Snhv5O7HXxsOcs/7879vu/QhUThPqEZh/Lxp2wlVi72e7fjIN8vd2r6fBUPrr2dPqMpdNhjy7A1u+LWayYRqawIVrhAoBAqBQqAQKAQKASGQCTCZu94ruxAoBAqBQqAQKAQKgUKgENgEApmcmrlvIo+VZjsCWbnNRqiigu7V0MlelnB71itkIVAIFAKFQCFQCBxUBDI5InM/qDjVdxcChUAhUAgUAoVAIVAIbAcCmZyauW9HrisXGQJZuWU8aBZPqqGavZAlnIUv90KgECgECoFCoBAoBIRAJkdk7nqv7EKgECgECoFCoBAoBAqBQmATCGRyaua+iTxWmu0IzFVuRai2Y14hC4FCoBAoBAqBQmBJBDIBJnNfMrl6vRAoBAqBQqAQKAQKgUKgEFgKgUxOzdyXSqxeXjkCc5XbaEJ15V9WCRQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbClCKSEKjfZ+9vst/QbKluFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAhMQmAsD5oSqmNvt5qU23qpECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBDSIwlgctQnWDhVVJFwKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChcBmEVg5oXrBBRd0/MoUAoVAIVAIFAKFQCEwFoFMjsjcx8Zf4QuBQqAQKAQKgUKgECgECoE5Ecjk1Mx9zrQrrvkRyMpt5YTqXLdhzQ9JxVgIFAKFQCFQCBQC245AJkdk7tv+PZW/QqAQKAQKgUKgECgECoH9jUAmp2bu+xuN3f+6rNyKUN39sq0vKAT2PQLXXHNNd++99+7776wPLAQKgaMRyASYzP3oGMqlECgECoHNI3D11VdvPhOVg0KgECgECoG1IJDJqZn7WjJViUxGICu32QjVyy67rOPnTZawD7eN/999993deeedt41Z21d5uu+++1byPffcc09z+d1yyy3d7bffvpJ87JdIV1VOLfg84xnP6B71qEd1b37zm7sbb7yx5ZVJYT784Q93V155ZdO71113Xff2t7+9u/XWW5vC73Ig2sdLXvKS7pJLLtnlz5gt75tsC7N9xA5FlMkRmfsufFrJF9tbSqts34cPH+7uuOOOpo9njCkzLwKrLNuhnCIrPPKRj+ye8IQndB/5yEe6u+66a+iVSf533nln9653vatj3G4xZ555ZveJT3yiFq1bwJoxzNlnn9299a1v7W666aYZY93dqDbZNncXtcr5tiOQyamZ+7Z/z0HPX1ZuGQ+a4ZVeSpW9kCWchZ/i/qlPfao7/fTTp7za+85ZZ53VPehBD+qe9axndV/96ld7w27Sc1Xfv+w3XXjhhd2HPvShwWhe9KIXdQh0c5tjjz22e+hDH9pUdmhAPulJT+oQcNZpwOfEE09cZ5JH0vraf36tu/zyy4/83/dAR/H4xz+++8AHPrAR4e/iiy/uHvKQhyza4+Me97ju5ptv7svuJL9zzjlnET915qMf/ehgHC984QsX4R/zmMd0X//61wfDrzPA3Nq8n/zkJxff+uAHP7jju+eYAEBcZ8QCRMKll156BLJTTz31yHPfAyTVG9/4xlny15fOy1/+8gUOxx9/fMfCzTYZFgFX0Z9u8hszOSJznzOvqxpfD7p88b73va97ylOe0n3m+M/MWVyzxIU8+brXva6ZkGpNlAWpRzziEYu+o4U8eNOb3tS9/vWv72677bbWJFYa7oYbbuie+tSndk9/+tO3inw7dOhQ10o+f+xjH+uOOeaYjr4D4nHd5rjjjluMpcwtnve8560k+fe85z1HZJNzzz23N43vf//7HTIV+Xna0542e53vTbzBc47x9fnPf/6ir2mVdxuyNUuQl73sZQvcH/awh3XveMc7ZmlTyMqZYR4rkv36669vmhsR1/9r785f9f2quoH/O1ERRRRFGSTNWD80WRFKmdAo0kCWPwQNFJSSGVHPk0ii0ETi0FdTUzHLTIseh6xU0kxtIM3mp+k8vM73eX/cZ3/Xvob7vs859/mcveDmuu7r2tce1p7Weq+19/7gBz948WM/9mMnyd8ob55/2Zd92eW4e9N62FKe8s54sdXZIt9U13Nti1Ve57PTcGAkp46enybVGct1ceBU9XZSQJUw87//9/+6eNGLXnTx0pe+9OJlL3vZ7t/P//zPX3zCJ3zCxSd+4idexnFKBhJmCRl+QBag2ynp3Mt/TFlf+9rXXlrityj2X/M1X3PJ4+/6ru+6bAvaw7E/ylDqDuC1Rdh+wQtecAEwAhoeQ8C+Zz/72Zs8Xt/znvdcel7yVrhpesMb3nDZbx7/+MdfcFVfop/8yZ98wM/nPve5S0Gv7R3DRuoU+LlGI7Cu+o6nyBd/8Rdfxv8Zn/EZF4888siVYM973vOueGdq38nLj//4j5fA4Jve9KaLn/u5n7sSz9Y/AMvkt/jyAAAgAElEQVQoewTtl7/85Vs/vQznmx/8wR+82KK0b4n467/+6x+U95nPfOZJBGsg7ed//udfUIYpTe3vm77pmy7UA28uROF72tOedvHmN7958fd93/d9l/n8gi/4gotjllYCJZe8cZ/znOdcpvOFX/iFFx/60Ie2sLAMo36AwKciefmsz/qsy3Hsh3/4hx+0oVPFf1vxjASY0XP5PPf59T7LF/q6dmoMff/733/ZrMzR+tzar5XDgEFr4Q8ZA82N8kZ2sGrhWHnE9y984QsvPu/zPu8yXnEDvdbIqhmGTHPTMeOZdH75l3/54i1vectakovvn//851/mn0GpJcavtXrwfsmI1sa39z4A4hOf+MRVkOhrv/ZrL8tAplfPN03GJaC6NkBvWfNSZRzdM0fg8Sd/8idfxg+gete73vWgiOICjLWrasgv8gLUG8mB9KxDQS5gXIgx9h3veEf+rl7l9xu+4Rsuwe/VwIMAyq98ZIh2LNjSXluj7iD6gx/r23gub3RYc9kp6OlPf/qlwUM7aGWqj3zkI5fj2Zd/+ZdfrvL6wAc+cNn+yPNrcpVv5PNbvuVbSll3a77J1fIxIoYa6Tz1qU89SsbUX9q6HqW39fnrXve6yzr61E/91MtxdOt3fbhRW+zDtf+1Qf2P3P1t3/ZtF9/7vd97Cb7TrdfGjjaeeX97HBjJqf3z65aB9Pkt4x7D08c+9rHNDLNqdEu8S32/Tezc23xfb23e99zvBlTf+973XviN6Fd+5VcuLd6Wk1IA/T73cz/3clD9ki/5kgfP8q6/8kI0APu5PyVR9sXLM+66lv6fc/kP5SWPHoLiSDjr480kyjpOMD7F76d+6qcuQU1x/fRP//QVb7c+/fw3AcuDOvd9iHcIIZBgyLq79gv4+LjHPW6T96kT4z7lUz7lcpJMmjd1/cVf/MUH/QdIWBGhNh4MP/uzP1sFufKMZzKQ7NREIVQ3lJE1QQIASQjcuo2DcombwCT/LRECAe2UYRNe69HBIFSRMQ8g6DtejHsIEKwd8l5AMQ4QZik/a78f+qEfukxXeQCMxxIAQznE95Vf+ZW7BF1eeCMyKYmTYgsAbX/xRqZwUAzMBcJ+4zd+46VXD8+e6pe5w/eE0EOJQC8OvK+EgFe/+tWX+TnFvEBI/rRP+7SLz/zMz7xUeIA4h/4sJw3v8At48DDQSI4YPU+Zz3l+vc/yBQVV++QpGCLbebb2+/Zv//Z8cmHuBEaMvtEXYph68NGGGwBD4jTenkImEQdDV+LiKbmFMtZ89md/9sWHP/zhB59o+wyyxqc1mcS8Zd40jgNDD902x/iPL72hPMBQeLZ2NdbJh/o7FZkPpCsv1ZgtHXOJMNqFOl4jjh6U0FOTsssHw+Ea8VB+xjOesRbswfsnPelJl3GbMz/60Y8+eO4mRhzGaWBbVv7g2YgfZCnt5tM//dPLbd2uJND9wW9yEOMpkie6wfd///evyjH6HW8+fNLHjeWH0E/8xE9cxqHvhci0S+OGNP3Ig9dFkX+kY9n/VlJvjPUjilGZLNDKVAwzKZd64KHqP/C9kqXaZ2Q0YY0hhwLr8q3fa0fk5spIAOyXlrDHEKcWZZdfW4UdKk/lO+0gMjA+0PEOoaotjuIBUFnBIT3jlTrTt+XJs9QHY92k8+bASE7tn1+3DPSUpzzlQdtJG1q6mhfoXHTgpT5JplmKJ+8Yp5forrT5vt6WyrT0bgio7t07YCkRA4cKaCfAUfh4ilGkT2mRgpCnEZj8b5LOofyHlhffPumTPmkXmBHPQ+DFqYhQ8aM/+qO7o+NRqN4JW5bEI+0KmOW5yfmLvuiLFn8BH4UHaBDe1ug1r3nN5aQ5AjXXvj/0PSuU+pLXdmKmkPzqr/7qZbQR/AgowEbg8ujHoxDwSGgGgC7R3v5KaQQ+rS1hU28RAL/1W791dVzg+ZPwBCdAR/uLtwceUSgJv+59Q7ih6PZCG6HRez9CXetdBOijJBnfAPf9z36x4vezJUQmWW3QxJafeIQhpOaZK0NGvn/yk5+8qf0t1VPAZnECQrbSK17xikshdAQ6U1bFCTxuiQKr/xEiX/KSl1y+esITnnAZttqnu/2WYU6clv0fStpZ+oS4jE89ATa8Owa0TZzSs+yZ8nkK0mbkjTB0CsD3FHk6pzjOYX697/JFlrpa/tySJeXAF2OaNpwfgwMQrwLKzK+WsrbfWO1ijtoy97bp5x7Ql7RPsb2JeHknWQ0Sj9yktXYFPCi//JgDQrxNzbPGSfGuySWMtuLwDXljLwWMNOf1fKVs4bf5NnxzVZeAGz/KklVoMVonHJDvFGSbhsQJaA6RB7KiJWBT2sdIjvHcXIpX5ve1Lb/2yjLiM1etgbVWTaVMVsmsUeZU35BJWjmmBdS8J8d81Vd91eVcS0ZRr75RXvf5kYkiy9gWK3XP8Kvu/ABMvRzjP5lRWvhoLoqno73nW5mF151wX/d1X3fluXCeA7M4Ruwl9RKvcGNuS/IPRM5YJJ3k1byubvbWaxv/2j3ZTHr4W41ro+/xm0z61re+tQxiZZJ4e5A2cjxHD3I82V84KwXWSFsQVp0dSjGiiYd8VzlnkIO8j+51aFq+U9+vetWrLswppyDGD3kjPzBQ7aWlttjGpX9pf9E7fuAHfuAxq6AAOuRq/Uqevvmbv/lyjG3jmfd3kwPXKQNpg3RRK2hbA4F5MfP0+973vsstNHm6a1v5WUm85KDE4cx8n7Ei39GZjbMckUb0sLT5vTjoEFClxBuwT0ERHmPVXIrTpK3i+iVIBpxjyDII8Rr4T6Xobs3POZR/a17bcDpF9tdqn6/dt4CqjfFNtLw31P8hP0sj0pn3WrUJ0vnWst6QwWCrYmXwSBx7lgObOBkGACw3SSZjgm6EOgO6Z8rLE5RQrE0SPP1YuQy2+d9eeQ+l7K5LSoC9YwGPBP01ZXDPe8pBm4e1LRwISiYXADAhU9+noFLK/G9/hFjKRTvWsdhT5rd62wDj1DVrHR4AHgMGUEz8z4/SzFNDeXoDQdqqNtMSj+qUf6SwKasyEDgp10u/KEUmSt5SS2HzjmJHUZAPY6jvelJG73tANWN66wUQRWwroAqEPpR42Id/S3MQ5ZMn67lRAFWGnUmP5cA5zK/3Wb4wlxobAIGjOVU/ZxBIPzSGtEv9H1urF5cH/QjPW+JYagFV4JcxyWqOQ+QR35Br4j1v+f6SYlLlPd6XlOzWs4ti3/6vvs2zrAQ61EEg25wsAaA8IlNnrtX+8OTEeGgmrP5wLJFVeEOSTULma1vFSJMcr805ECoyC1km9/3V9gHJHzB6absEPDGHmyv3yCprYeU3eXC/ZCAjp5ijyVTarP9kayA82a6VY9xrz+YwckSIov0VX/EVmz2YrUBhvCSvA9tck18yQOQYVzpZwPReHshKKXXQUryzD53LIosDgpco+ZL3yoC69G3e4am9961IWpOTeP0a05Je5Ka1K1k2/AWEVvKdtihMD6hmq4tsc0HPEG4PoLp1L/vwpL0GNDeuv/Od72xfPbiPoVF7ODcKoKoch9CWtmgMs8VF6pjjxRIxItFHhDf+rBl+luKa786LA9ctA9kOZq2dkV0SxpWzzxq1hk3frOnFD1Ob34uDXjugmkFeRYyWFrSAUyaJdvkUrybCByH2EILiA1TkoZ/g2/gI7sdMMG1cuT+H8icve68me8BUK6BtiaMFVO3dwWpOKKbEEPDaX1zWWbLb56P7teXW7f5O8qruY2GJh+aWMrRhMnFqP6w+W8kyPMr+oQrP1nT6cBQy5UYUNOBVLMS8KAl+BL2Q/TQpDnjeHw6VZfk8QIB1a0sLeR1REijW2r4fSzbhNP+XrgZvnj9LYZYUznhftnvYEkrUHa/IkHbEw8aSpF5JtKSUUENQXDoQIHFV1yjblYdyvDROCajiGyVCPRHAR79WuLPscBRu7XnL35Rfm8LnFlDl6aT/GX/bPXAZaoS9CUA145HlVUuEdxT49J2lsNf1LkaQNv4JqLbcuHpvnNCO/KZ8UR/AiEeh65Cv4kW3ttw5HlWpryVFNmGtYDhFf2wBVXPTj/zIj1zwKDPOVbJGAGLzZfW+fUZubJfuh9e5Zi7Lf9cAVYcCS+IIoMqD7RCyX7S6WFPaU1+uI482wGtr+ORFeApqt3ewkoUsQ5YAqGrLvC8DQgH2zdme468wLQF9AdiAKTLd0sFg5i0gGdk3sosykm9Sn2tXyph2sRRu1Lbl3bylPK3nYlaxaLchYJU2rf/182lkV/JdO//m27Ur76bUf/U92d77mwJU461pTlyiGCzkrQXkl76p3unbdBNj1ZJMFCM1EGwp3No7clxP2qtytIBqgMq2bIw6wt0EoNruG1x5pqYM2jH5z1YPt0mVXHUsoLqlLfLCVid+PNhH/b3lTYwOvmE4WFqa3X4378+fA5Fr0iZOKQO1up1t4kbUGhblo11tWX0TR5/kec0h8WFq89cOqBIq/LZSNm1WGcAZS4iBbKybfsAXAy4BKFZNYaHtKt4vFhvPW6B1ax4oWmkMEHr71fS/pA1ssiznVHQO5T+kLIRAfO89hbfEFQCjX/JfTSYAbiBGD4QmHV4EvWCcd9XVxE3RyJIwYXhLADWXBOgqrjyLUKoN7QFUfR+Ab20QSlqnvOIp74149eIlw0TrZUoQj9eEelPvLX3pl37p0R5ChFLx9Pu0tenknvBqeTZLbiUEJVx1JYjov/1SMgJJxpAApCY2Ye3T3IPI4s7kdCgYftOAasWP/pn+lz2cgIenpmzX0gKqDFT6Ta8oxINk7ZTeLPk/1EPV+JulMDEqjMotj/LKo/U2iJJEIev3U3sYAdWRHDF6PqqPc5hf77t8ke1zLO9cIwBpZDH9svJ2MO4DyoAU/Xy0Fv/ofQ+oJlwlkwREagGMhHc1Z66NW2143lv2PzQPAucQOcJct2fLlTZO98cAqm9/+9sv6wGP1yj15ToCVMWROTPh1zyQ19Jt39vDnfclIygyJprT2/Yjb0kbEN7KjQzLjNtbZJA23fZeW8Fz7X1NngNu8YKVZ0t594Ii2h45KN6HyQcZThlbw5/lncBs21u1ZfYN43OWEW/pn0kn1/QFad42oKosym3cGOkLyXf2apXvJSeahD/mqm0BvqV1iH66lnZWNLXjEXlInbf6CIOCPBg71yhOJoc6EPHcTVpr3vnyra/uGTPX8r/nPVmfgaffKuAYQHVLW1TeLPOna2gnWwmQir9+p9iGamu6M9w2Dozk1NHzNtbrkoHa+XcJUCWHpG256h9LRH5pw5sTRnRX2/yo3q4dUJWA31aK1xKAwcAKvOGt5PACv5zEbZLk6cCLEZgKEAO2+sW7lDXuEAEbeKBBUOIp6NUvnhtpOC0gt7WsVbhzKH+Vr7VncQ3vLd5r33k/AlQtJVKHlAheBfYeI3Cqd//7H0WVMKidbJ2MUtfq8VQT0TGAqtNXCcbPetaztrDuZGFYnXi/BNTmWWqvpX4T6dSzCVwfaAVVfe+YvStTGMqEvqeP88rshf6E480hjLr7nM/5nMcoEwlXXbVTAibPIcBUT4RMXkftabgZeyyJ6ykgQS8g8xbZAvSeI6DKKxdvCf+nVHbDuwpQtdVE5Z0QQJWXGAFj9NNm5flQQDV7ADqNeI20S+3EEss9W3uIFyhvbqoAmrV0vdemcqgRpbFV2B9GQHUkR4yej3h4DvNr5pz7KF9ot+ZoY8qaYp12ro/p036VB44+SwGP8WtU93uejwBV8x15Ux8zh5BB4pVGcehlEv+NVfLXzw2j/NhqJuUFZBwiw1ZxHwOomoflSVnXKHl3XQJU+2X/QNtTkHkFv+3Xiniqkht7j3TAmTyqH44YLYjJsN2vRDkkb+ZNcgZZYmm1lFV14ZtxQbvZSoBP/cmKoB6E8l+8wPgQUC1yU7/qRRh5BegEjM53xs6RLJYw5wSoxnPPiqo1uklA1UofdcJ7eo2fa/mu3veAKmCbjNCvEgqgCsQbyVN5rj/J8yGAqvQDyG5xPtLupLX3AFS8oLco16Fk3A+oKf3WKHAMoLrWFsmBrSfg2uqovnztXssMM3vGjz6u+f/0HBjJqaPnbQ5iMNYn/E4lA20FVLPqNOmPzsRInrcCqne5zY/qzfM1wDl8ct295H+UcBtpe5/983h6mWzsr9ASRTmD7UjQzOD9yle+sv100z2rlAHVMggo9Ii4XsuHwav3EBp9s+X5bZd/Sx6rMAQ2Cv4htASo4jGwjKfc2i8AA++OrRPK93zP91zW4ymFm2MAVfwzmQI3DwVbttSBtq1/ScNkD9Cz6TRLKsVCnVjC1pLwhAx1QmkBrhJW00fFdao88w6Ujt8IpDWwe09YXFuG0JaD14+N5Q18ymu86Ak43Leh7HtY7ZsJ0OqFTUAtsE3bqrxa2zS3AKoUYpb+/HJiqDTyzBUIHt71ZWjTXLpXp9qgeLYCAQ6YaYG9pfi96wFVyidlrspzAFXeoBTj0c+JlPJ8CKBqqQpF05i+FUAO0KC/7CHtm5JCceUJpQ3v+VHS5TM/xo3QBFTDicdeb3t+ve/yxQtf+MLL/slIvZWijGZMa5eMxsDnekoaAarmTfkwTqzJI3kfMKICr6o8G/9S1iVAsvp26dmhgKp5PzK1VWJrlLy7LuW/dUowDrbgxVoa7XsewMj3QCMG6XjnMbqaO3qjKVAxQCcQBrjKSzWkzKeiLLvXZkYgbQyynAH28ME8woHE3KXNAn1aUg79p19tlYMvq70qOYf0qzNiXOXduiTjbQVU7SHfyiyAO+1FXbXPs0z6kK0uYrjasvXbTQGqjDCchBiVRvuItvVHFmfEaA377fvqvgdUAe5AmL5NB1ClL43kqTy3Ekb99DJulX7/TJ/0bZWHPmz+c1rwzdr5BwmfKxnUd3isf++RqYQli0WmcrXdVugYQHWtLeKzfOe3B5SRP1hI5hlxLHkcpjzzenMcGOFgo+d9zq5DBtoKqDrLIu3SdW3VxlZA9S63+VG9eb6n7w4BVacG+vU0SrgPl/82aVdpBDFKbesBR5ilcPu1SxfyrSuAhHAmDkLGXjIQ+XbJmkwAixWrFcL2plWFv+3yV3lae0YBICyOgK+17wOo9htwZ+/IrZNqDrnZY92LwLbFir1Wjrw/FlCNACKe6yJCK4EjipL2HDAsW2v0aQeoo5ghoBuw0K/3Zui/PeS/7Qf0Rf258vKM0MVjuaLW46R9z5sQYIoyqBPoCT1LPwduOUBrS1jxMATIvx9FYUlR2gKoUkD1hfz0N3GrxzxzbZdoVOBky4vRvXjETcAU39rP3rLGAHlZUqLb9HpAlbdwC5a0YQOo9h44bRj3xyz55x2rzKM89Gn5zxMeoO07YN2Sstl/rywMAb2i04fb+38CqmOO3fb8et/li3jh8HbbQ7Za0cf8zFUAMvMVWXAPOLs1zRZQbeceewEmD1vjAiT4ZulQozYusm3KeqqVT+I/FFDNHGkf6y2UvLuO5gJzobkiYVsPyi1ptGHUP1DIT3z6eIy8VjdVq5UCYGa7H23JXPed3/mdi44Ubbpb7+kw5kZ5493ck/YFBOZlOloeOZJlyIjZj9f8iQdLMkzeOYvA9g35v3aVv9TVElizFVDlndzKLDkbgSzZPo8X815AFYAMEJPvNWO2+rgpQDW6TrbGWpOrcsir/Yt7o0DfjvK/B1TpNpF3E8Y1gOp1LvkHBNMxtP8qD21+2vvIhsZ6YNIeYgwY4QN74unDHgqobmmLDEDpX65bDfptHjmJJI4tW7O038776+XACAcbPa9yc2oZaCugCk9Ju6LrLDkayvdWQPUut/lRvY1w0Ko+PRsCqqMPRglX4U0YKs5EyOICuASyWWrLY5Ww4/3P/MzPVJ9fPiMYpfJbQXj4QfPCknKWQ8tKlyiAhcm6EtaWvl16d9vlX8rb0rucir1XSUqc8SojCLQUbyJChQOi1n5RVvcAqjZ9117OCVDNMq09wE7Lt633lkhG0CeML1E86ghHrdDvnmWX4ANUs+fxHlCJMhCFoE8/gDrFq1cocnAUxWhEhPHKAyPhLTl18JT6Z1Wy/9ipfqx4AasBwoSxJS/aHlA19gWADR96D6ds/u3blghwGQMPAVRNiFGgjLsvetGLVn+2ikiaFNMty3kjNANLkYMhRoasvYBqb5xp+VPdx9NNOn1bq8K3z+w5nLKr573zThvXKe4noFpz8bbn1/suX1ASzTeWX+/tYxTzeMzra8A9qyUY3fZ4b9Ut47FPKf/p0xmHhWL88JwH1Jo8kvcZ27cCqlZQJO1zAFSjyLV7qT+WYx9/kry7jgDVePYLw7Nqi+frx1N47B0DcdIFAC9RvNjIfG3dyqu52rzNq7SVc5biyzvyVHsoVp675jAmRrue4sE6WkpJF2I8bg+b6uMwtpGTrKw7lQyTeMhGcVIB+pIJOK5UVAGqLTgUPvQgWc6k6PcvjWfWXkBVnrUHMsUWuglA1UqftFFz9Ba5KrqR7+LIsFaeFlBlWDBGVluxHQKojjysR3myZZu8O9RvLwVMN2eQgU9teN6bn0MB1S1tMSv/8Ep5YxDak8cW+BLPdYDKe/Izw36cAyMcbPT8419+/O7UMtAWQDXjr/bkJ79rtBVQvcttfk+9LfHrWgHVnPbFxbglikgsyioVsp3N+ttw7rNHGlB2Lz3taU+7FO6kNyICU/b0Ilickm67/IeWJQAzoe4QItiq1x5ADKBqogCir/3Un3j2AKoR7M8JUI2gw3v2uilKKiC0IuAoz1SAKUW4qmNGDBZ3vPfjmakuCFG8DfqtA9p0WHQsJ+oFbGEArSzzz3/+89tPLu8pefr4CDDUluSFItAfcCQC5WpPdo3wQYjbq9xRyuxh1ALJlplJn+dH62X/mIL8/wdRuoGMxhiKh2/FmaX9NwGoSrutyxHA2ZfDUjDlJQxuKa/ve0DVcmiHAQAietoLqGofW4myoS0xDGjLh1A8T/BAGfZ4Y0iP0rxVYdAfR+1eXBNQrWvwtufX+y5fOARH/8g+3XUtjZ/aWsn4Ig4/Rp9qVdQ4hu1vAJnSYGBvqQVU1+SRvI+8uBVQpTiljLcNqJoPAHUA5MyRLT+q++TdtQdUAenm5gB0VnzsHSurNI2H0gPOtvNwGxZfs8WT+bVfBi8sj9Z4uoqPd7HtvczBAM+lOjQuM9DaA7cn8QK2+lVH8mrJvnQqI4P2lrlFO2rByaTBgIeP8kteQvhhWb15ZQ8BRPut0ngAq3/tec140QOqdCnyXbYNihLdy3unBlTDsyXZs+XLdQOqZEoyhjry2+qIky3utCt6wRZqAVXhjSGMBP0exdEz9nioAge3UoBEsltruNj6PU+4OCXgGR3tkL3qt6QHwKRvLuXzUEB1S1skM6Zt6C+HULYhTDyHrNA9JN35zToHRgDc6PkoxlPKQGuAqnmAzq89MaQxAG2hrYDqXW7ze+ttxLfdgCowowI0+gTsg2RgN5j0QgBvJ0tBCLepBEJP5REZcE/4PcTjjbBOKFqieGNqZKfct+u2y79U5rV38WA41DMre2nxMmgpgCpQbgsdsuT/HAFVZeXlZyK+TiIcR0Ht+xxB3iEH6kZf06+WXP0JIhTmLH/OpG5fVssnR5QN6IUHZtpCY8uPcAr4q8LyVE65xIuXPVBG0E4e27HCshlKmTYX9/21K+BTXK4UUH3ZODY65MwhGbztAQvan5+lq+JwwErrlYDv8f48BFDd62UDBA9fXPcCqhTlrdQDqr4jMIijV8QDqFLEgPqjX5YO8mrfQuqLMov/6qUi+z5WJyK3YfWlLGcO/8QLPFjyTE4cymuZFqFFX6TsVL8A19rXG9/4xnx+5fowAqojOWL0/ApD/v9J61O+uD35Sn1Y7qxvLIFSfb31/9vxCchDbrsOckq8vPbKbQBVBsatZBzYU25jScaQ2wZUjUvyssdInby7PvOZz7yUk8l25rFsuWGeBVBWoOZWvrbh4kjRzuV5Lw2AHuOxMdaKgpGHpW+AXQ4O0r7asgBjl4yF8ZKlfJqrK9mkfwb0lIZ5q3/nf2v0FU5b6vMe+cD77B1OFvefcduWSGsyjPeM6urH/BtvWXMMQH3k9cuQzAvR9kPKHF1A2lZ/AXjd46U+lWXJewHVfhVO6ra6Wt0jPfleAsjab68TUAWUR37BC7+9gOpW71Rl6gFVzxgTGYxbeTCAqjFuJE/leYAV3t1biLxNptLfRoYY7bbS4dv4GbtbUFW92v+X7r1lKwe6AOCIrFnJU3lmdZ16MX6MjNWHAKpb22K7/ym95hDau9flIWnMbw7jwEhOHT1fSuVUMlALqBpf9Cm6DodFW/DoD2Rm/0d9osrnVkD1Lrf5Q+qt4tUQUGU5raynVSTVs3igEnZaYsE12fFGAPAQFGLlrCaZvCMQbSXWKYPYFq8mA66GRjA4pVfjbZZ/K59G4QBAwO6RZ8DouzyPsNFbPzNB4DXBcu2XePbsx0UIVJ+nrMtj91DFF4KIrS6uk+KFQwFAQEYCqD1c9S3CviU+a0oPL4QI3IQc4BPlBbi6BrITvPDfDwCZZZKnvvZjE5CXkGjpaLscKvuyUgQokVt+ETYJe8YowNxoX9fUJwEXWOp0XyAZoRYPnvWsZ13+98xPW8ppxIcAqgTirSTPgGiKnLLIz00DqvJqHNYm231507eN0+4dQEfQdt/+KA3y3S8drHgAHAGC4/0ImKEMxYvbGLGkCBHOWzBcPvyMjU7KXCIKprD4z5Np9GuVC221GnMfRkB1iXdb3t3m/Drli4uLd73rXZftmydd1Wa31KEwDlhJv3I1Tm8FTbamIRyBWfz9QZvGA8+BTmvySN4DdnyTOXItH+cEqOawII4EW0lZ86M0AVYA0HlmbgHgnZLiSAGYNA4DgsktlE+yDA9T4KAxf4nUUQxgZBNAofpjLFujrEoxB51afkl8PGP69m4FjzwyIsYw3rYh3rhb5Ja+ewoAACAASURBVBhhMu+Lz1ynTEuebtKxvY45B8/bZe0ve9nLrsgy5KysxNkLqJKxtlKAbR57W+k6AVXAIf01WzfpB0tyRJvneKhWum4brr2vAFVzELCcLpXtmPQTeVHnkaHwme6R/7mSYYTd4kRE5peOQ/lyYFybP/e8uI2h4sSf3kjQhtcPH/e4xz0YP3zjJ69LbVMc0e84YIxkKs8zRos3Rok2D+4PAVS3tsU4VEj/UL2P3B7euI4M7n255v+7xYFTyUAtoKp/a4OtF702BAvYS1sB1Yexze/FQYeAqom+B8S2VkROfq08ukwOhDECbohAQREmRNm3yFJRA3QOadEQTO5bCXBnb6NqyU0bB2FL3BqdJRwmIoP9sXTb5T82/7wYTUiHUqzYwKiWMkEQ2AAea78ACYSArZQJ99wAVcARvlwnAUu1Z14PCLgIsOEZzFNw64/ADgiyRQEBG1GaWWfXCBgrD35LW22sxXOq99qOvOyZSCjOvjlmi4YoGizpPQUM4tXa1gnhVroEy/a55YWe+/Wn9fZx579ll8ZZlnoUxWprW3juc597mR4heStVHqq+5UUhnlaJSL3kUCreNDwVemKQU3fCLdWh9unEYmBpC6j38WXZGl5uWcpPcaHEx0OaYrHk2Z307LkrDXPLEsVjjNd4r1jnu4yDyjbp4tLqjrdTvvj5xzSHm5CvJBowod/O6TEZWnhgfiBnMGpnfFKv5L5TE+OSuHuPR4q/5xSQNXkk7ynsvqnG9irfLRh2mx6qwDlzAlA0QF2V3/6ZsuYXOZyMztslzy1z3xNnn0b/n4wobl6RACP36g7A186NS/dZ7s+YB6QM8G8Vw2iLsTYfjGbSBf7cNpkbwms60lYKsLRmEB7F1y/578NZLSRfVm60dZH6A+q2z60UEj5G/z6+6j951Dc8YrfSdQGq5hxjldVz7b7M+kVbztF9DqVqZaG1MlWAqm+y1ztjPgqgql+GOEOQ5XoybmsTQDr9ZET6iX5HNosuUIVtPZkZK9YAZl6u2kbaNG9x/XKNokNWexe33+b8DaDpiA4BVLe2xWzZoXyH6tL9kv89/X5U5vn8vDhwShmoBVS1f8TgaKxJPzP/91uFrHFkK6D6MLb5vTjoyQFViiQlsh/EWblMJpas2By9IkIa61brOqwhaBBrlujEp7F89Vd/9QOrXZ73V4M35Vj89hJClrCxfB9Dt13+Y/Keb3Oy9kjBT7jRNV5XvfKQU+Dics7tfOkX6zgL61Y6V0CV19za4WhbyzgKp754SMaLNEuWWZYJPFt/EcL1jb0K87kBqhGAlsC4np8BVHn0HkpLgGqWX/Aw0Nfyy95Mxs88c/2O7/iOBxPiFq8oxiFeNS0wEcDClg1t3KP75PEUgCoeBkA1Obf/A6gCLlk4K9CeUM9IANSkyFRk3gBULy0bo1BnzDdGjQ5Pq+I3rmtLW4WReItvBVQdPjKiCah+nDO3Pb9O+eJR41q8vPd4zH+8Fi8uPZiMCeZF/TAArTlHP98DnrTxju5j5O4NrQEheJwtySLtuyxz3+rtfy6AagAY88keUif5BVD1PTAmXmne7413KQ8AGR6R5gWyf9I3xm+VY7J1j2/Nf1sB8OTrnABV+kp4sAdYiSxHLjyElgBV9RJDI3mhlSWyMsg40T7X/1KOLTpd5Enz9ZbwKeN1AKpWfDG8aJeoBVSl15ZzdB9nk1MAqgwN+E/WI9tkLGsBVSuiRkvOeYNqH4y5+NyTcYvMwwi/xHvjt/FTvVrRs+bIlHTkmaGDA88SWJvwrvFc3wqocloY0V5AdU9bbEEsfDlEl6Yvpq+o5y2G/FFZ5/Pz4wBj7illoApQVWrGi2OMn1sB1Yexzd8qoEpo5V3VT942wzWo26h8y8ASbwKDCVBg6wCtgdqzsFLK++4US5clYMkTK5mGtzW9Ps7bLn+fn0P/hzdZKrU3ngDilJCWsr9UlqAAvk2mo18Ulz1LJs4RUKUUmBCPAehaPm69z3Llas9almv7ZVXL/9WPvkd42UsROnxfCWl74zs2vDYmL895znMureYUtbVfgE2HzhxKS4Aqz2F5Mh62RMD13LctxUMHGLrmBWSTf2Ma79p45IgrgOpWECB7e54KUA0onFUPAVgDqMqjcUCbbAmY6jm+yEu1D7E4gY5teds4ct8uw98CTOe7Q648VOR5AqqHcK/+5rbn1ylfPFovARJ6b8+61uqnmadjIAEYZb7Xb3gFro11dcz1U/OdeMl4LZkLPOe5YZwxNo/kkTzXp30TYKWNr7o/F0A18oCxfQ8pa34toCoOW9rknSsj+HVQ5q9q/3aHyVoN1YM+qVv5Mh7vpXMCVMmQ4TNjw5oMk/cBVLceQNLzaAlQjVwiX72hcXQolZWJ5nEG0C3E2UX8o2XbozhODaiSF/R7CnYo46D84fcWOtWS/6RF35a+vYArQJVuCwTuDV+2XwrIQl+LU1HidbUyhwFzjTKWy8toS4C1OLa+v01AdU9bzAovdeOnH+2l7FHu+2Pm2r3pzvA3w4H0m1PJQCNAVWnMGa3xk7FxK20FVB/GNn/tgGq1eStBxtJSym4mFhlxz1vKcpAKuFmqUIdJWWJFgOsFpdF3gNDRhtntN5bNRkBrhct4MWzZV6aN71zK3+bpmHvCl0H8kMMmeEf6lkW5J96/BB2CmMMNAHcE8FH9ApgA6nsmowxSvSdKn5c9/4/dQ9U+HHiiH9wkRYGqAFUWXnline499QKotsLj1ny3e6j2gPrWOE4ZLoCq5d1AvC2/HMRl/7ZDaQlQBQDanqEHAEeAqjxs6QN4bzlqDqBo857x7rYA1dRDVidUgCrPdUJk+KI8PDrknTEic0tbrj33AGlt3jLSnngwJ93+3SH/J6C6zLVKjvBF9fxc5tcpXzxap8AQ/ajacmG51h99G8NGb2AEUMTjTfw9+Lkl7lGYLAEl47VkVRSDLXDUeMNj1n7NS9uGMDjbA3PreHEOgKqxk0LFmw04t4fURX49oKpvZjWDMMCZPR6UW/OR+asCVANw86ZrZUllTr73niYuX9lD9Ry2WmkBVasstsgxwoRvh/bVJUAVj4BMtuvpaQSoMkotHQTWx6NvqsOtWx3l+1MCqsYr8mPvNX/bgCqwVJ/2c18BqvihHdiCIWSOtVUDsJ0hOg5Feb/nymsyeycGGMr3+hw595R0m4DqnrbYg1Bre+73PDJ2pe9q/+acSefDgUpOlbvR8z7n1yEDLQGq0rfaNPOh61YjW9+WR7poH+4utflRvV07oCqBHmhh/SJ8tMQjyT45QDSg2SE/lmcVb5nPqbwVCCZZ9tkDJsBASxcAKnuU97tU/raORveEF3y3HGMvBRQi0IwoJ7ITBEwUIwFffQSAGcXVPz9HQJWyhp83van4EqDK4ilP1T6hxwCqqX9xb13G09fhKf8HyNuz5F/btSdcpbxtzdsIULUkPVsy9HGFd72HqnA8NRmnRsTjwNYOhPyKIpzdBqBKCdce/KJMVYBqDBfCWzJP+bfPlgNwjqXsl23srxQIBrwYe45Ny/d7l/wDckb0MC75r+QI5a+e36X59WGXLwAi2qq5uzfEjdpv+1z/168ZSgAAPTG0ZqxwbQ3efdg9/5/61Kdexkvor0i9ZZmyMWIJwKEM7XEQOAdANQBXD2JXvOiftfXRA6rCkpW1iYRTt4zmp6TMX/2cTC9Iuv0+occCqs973vMu49Yubpu0z5RzD2BNlyEHbnE0qcq4BKhagdQC2O33aW/VYZLG8y3tI/KQ9rSXTgWoWm3JOaMa624TUGXci66Tg/ZGgKrVWTzw9Qdtmo7LKHYKb9JnP/vZl+3SNhwVGXf77f+qcFuf7QVUHcI3oj1L/g9pizl8Vr91uPYe4nyT/s6TeGkrqz3xzrCn4UAlp4p59LxN9bpkoDVA1Vid1X7aFuNne1Bwm8f2vgdKR4Cqb+5qmx/Vm+dZVdnyZHQ/3EPVydZ+PY0S7sM9/elPvxwQADcG/vyArCrTHjN5liW29pHLM9d2D5FTDcpZzs7aBKToKZuGLwGC/TfV/3Mtf5XX6pnld9UhMVXY9lm2awACVGQbgSxDwmNWjNGPYkOQ3mpJkZ52o32dk4eqtg4kGwmfFZ9O8WwEqBLOsy0DEKunAKp7BpLEEVBM/OdAhwCqJjx1xcuwAt+2lKsFVMXFMGALAQcnjYw1EdoqQNW+rrwkKk8bnsAMWEtbnUQh5alimf3aL6eZAk62Unsolf7P2zT7KeuTJvNQBah6Z76wz/YTnvCEKwcX5rtDrvhPKV4SIHib2QNI+pXytDfd17zmNZfj0NYl/0v95b4DqhXvz3V+fdjli3hW6Ct7CQhgPDamvPWtby0/B5CRA40XfpTJkQGqjGDwkDzDk2o0B1sJIz2yCePbSCbJXq+MV0vjbZuNcwBU5Vf5Kpm+zWt1n7pwrQBV3+RAzIQ9pXex+DN/9YBq5A16RT9Xt4BqDHlV+UbPAFHKU20zM/rmup4fCqhmldDSwUNLee4BVaAduRAYBUyTr4pGgCpgiMcvnjLOLJFVj/ifQ5eWwvbvTgGoMubIwyifLaCqX63JVN5/93d/92WZ9oyfOZTKyhrznu3zokPhT845GAGqximAqkNjrEwDaJ+C9C/9bsmAIm3jOaBly6FTa/nKORxb91DVTke0B1A9pC0yYrT1tNUQQhZtD/jpDUWj8sznN8eBEQ42ep6cXacMtAaoygP8JR7lxg4YS2XYTn5d9wCqd7XNj+pthIO2/Gnvh4BqG6i9HyXchnEPOFBhOW0s76NgW84fMkELS5ltiVDr+WhT7TbslnvKAMHMAD/aHzSggHS37pFVpX2O5a/yOXrGQmbvnb2ewQE0K6COYAJIMclYnmXDcBue9z8CQvb3UQ+WMW+1pib9cwFUDaC8BChiN00jQDWC4Gij/wCqh+yHlv5TgYI3XX7pHQKo+s4yNiCXSeoQT9sAqgR7QKj2ThkkVPMOALxQ2CyZyy9LafWPPHOlnOoHfibAyhA0AgrC8yikvtcu1n4OgZLeoYCqdHlpZgmvrSVsfREaAaqZCxgh9J1TUA5jWWvPlG59lcJn+e8xFMOS8utnox++4LNwozqcgOpja+Ic59f7IF8wCmmve7dFUoP25PNte1jeY2v24nI1k3D58XLaury+io8Mo3+NQAx7/EvLmGjc7uWR/I+xXVjj6dZl1LcNqL7nPe+5LJ956BA+ph5cR4Aqvhuz27B7DOFVvbXPMn/1gGr2bav2hGsB1aUtHNp02vsAWZWXZRvuJu4PBVTljYFAvQCF9tZ/C6g6dZxsAtQzVwIc9WX9o5VX3AesYhht35HL00a0lxGZCxlWhT1kLm4BVfk9hEbzceKKHC2PjMVrMpX39oYWfjQWJe72mnYITEQA5vCQXBk5aQSo+sZ8aQz8pV/6pTbqo+6Bw2RkjgBLFCOc1UZr4M1SPN5ZUafsAOKRTOV5HLdsRzKitFHteomOaYvpe/LMQWkLqNx6p1qdO+n8ODDCwUbPU4LrlIG2AKryka1sMoYYh5fmhR5QXRuP72KbX6u31N/a9doAVUuLVNgpAFWeTscSBZdQZgKo9vxJ/BpW3KItY+o3W0+4teu5lX8tv/17nnDAFA1tDwG/ARK9VddESjHyjoWUsKteY0FPGrwMcoCNSdF+kH1cCVtd42lyLoCqvTn0g0ME+qp8e55FeO33UI0X1UixDaAK8NtLAcQIeudAAVQBVxTKrb/sy6buAJ1bifIObIhAJz3L7NsJi0AsTl6g9uLLL4KyvOZZdT3E2yYK6XUu+Y/gDCwNEQgtd+qXiYwAVYojAwq+O2Bw5AGT+NeuDDEOS1hS3to4jHfSJpRvWQ7TftveR2jZ6qEqzdEprhNQbTn76P25za/3Qb6wzF17psxWRp3H1tLHn2T5tHFozbPTfJ/DVvQLP6DCoQQEFEe/LZX4eO7x2BC/MdoWVQCinuyfyNgiHvPqnm1I9OuUg5HpVASUEW+1bU+bRpblHsJD3vrJu+sSIMP70LiZ8Op6CYBt87h0r14SZw+oZn6v0mkB1crAv5Smd5YxS/c2jOF93lpAFY+3yjHCZe5Xlj1OIgygAfN8i9et7kRWB9QB+oDnrawSw4tv2uftvbm29ypOubNFTytL5N2Wa+QL+eadfR3UAqra2hY65FCqOIkEUKVLcThhaG+N/UuAKv3DuI0fWw1BS+VRPwDarUaTbN9Ht97rpNPmI0abrR6qS9jBVkD1mLYIjA0IjPfyvSTT0tWE8zvVaqmWf/P+NBwYAXCj51K9bhkoepO2w/i7RFkVnrZmjBkZkIJhJCw9b4nuYptfqrelsvbv7gWgCuAADvK4rASvnikU6QghNu82oO6lc1P49uZfeBZI4FosoGtxEHZ1ul5xAWoQcIBsrTLFc8z+P1kKwV08gpCJkDffXnrGM55xmYcly+TeOLOsTNn27EVFETAprg1ue/OzNTx+y7MTjkOELnvYeT5adhlAFZCzl2KB45VwDgTMU1aTmXa89Qd49B2jytp+X+rZGMGTJUAs4dUJyCOFoeLN0pL/KvyeZxnPrhNQDXDhpOyQ9lZR+nnVx/GB4Qv/CaB7eNimpV54qtjeZa0O2++SN6DOIeC1uBiC5H8NUHWQA8VkaYyYgGpbO4/en9P8el/ki9948W9ctmmGji3EWEr4tl2JvpAfr0J9vAdlyQbmWgq/ff4SPlfjqyVYW8GL5JHyUBl51ZtxxjVkrLGEFbAauQdoYPz0M6+NFI/E0V9bYO8QWbKPL/+3AqpRtCJn5fulK69WdZc0UgfGRCvHOBq0YE7iyhyQ8K7qDXDtALBDiFdX4msBPfeeA7qrOSJ8X9piYik/ZDfxA85um5QvPNB3tsoxwmWsBCCZE5dIOvo5bzp8kyYAl8K5h0ZL/rfGEQCOt9NWsse8/sUT15wafrly5nB2w6mWu8vTTQGqOVAvgKq0K3lmCVD1jRU64ckh2yikHozbxlP64VYytmepMVB1j5NMmwYDvTKsAaq2RzC2L4HHWwHVQ9pim2f3VkFkn2nldzhizkSgHzN0ZDsI84xVmofyqE97/j89B0YAXP/8umUgcxwjbVY3pn9rQ/q4g8WreZexLP0x3zi0l2MAD1TGUfOM/+ShhHHl8KNfkdV6Ga7l9F1q8329teXYcz8EVHVyv55Y20eeNG3YTOK37aEaqwBBcI93QPbK0oCAI3tPKzyX8rd1svdePdseYckroY2TtbpXXEwaADoTXCX02mQcf11Z0/EbKFqFbdMa3WdSeuITnzgKsvv5oYAqb02Dzx4QdnfmFj4ADLHOt6BVvFMjDNnbkwBt8AzPAbCvf/3rF2Iev8J3ddimOQ59/W/snSc/ewRzuTKR+I4ysUS2LtHmhc2PAr+2LKKKUx2I4zq2SzDBivs6AdXwbItHSEDLtp0AKijxDoKIh6c8U2z3Hk4nLnOP/re3LswTqUv53LJMq6/PeBsTnpeIt0Il8LTfPIyA6kiOGD1v+eH+XObX+yRfRAHdYpRWRwwr6UfVtd8XP4prFbZ9ttan2rZCoQEMtaCp94xd5JIKLKNskEUoGE7Hlrblx4fsPyot20sl/zcNqJqfpL3kqdXyK/cxaCXf1RUoUFG7NUL73aH7qvKMNn85YCZAEqCQ0Vz8DPOI9yMlznhv/CfP8LA8ZKWBMZ8Dhvl/L4Be8eTYZ+aI8HIPMC7deMitrdJgOGj3fMRzcvshHoXHAKp4DySX/trcGL6qo/Bn6apdn4puClBN/QGKl2gEqOozwFRjQTw88YhhjOFkDwFajL/kougLW7/PgVLS1q4OoRh4sm/sKA77bmesGIXJfLa05P+QtjhKj7e/MSyewvjAuSXgvysHkN4LfxTffH57HBjJqf3z65aBek/TauyrtsPBObhOFZ4+a5VO9a5/1jprVbVxV9p8X28pywgHzfv+OgRUIbYAoUPpOhQe1lXxtnvxjfJngs0AbgIY7Zk6+p7AFmuYRkQoJ/Bvjee2yz8q197nLGfA6DWhygTGG6tVXFhHTIDtfrl9+m9729seAKn4TIkhqCwti+jjaP/blzXxtM+PuQfyZCBpPWyX4jSZA8Yi7C+Fva53vfUI4GXSto9T6pPCSbmkMBJgKZkAbWUeeReO8kvYIrACwM6FshfvoYCq75dIO+UBqX1QRrYCllWcWwDVQw9MitC2NX/xNNImtlK2e9hS/zlRG6Cq3bB4Pv7xj78cY/1HtkSQfvqesUS7XFJweS3ZqsLWI75j5NEHAbSUiuc///kXlD3p2atKWEtiGRoo35a+EPZbxXLrsraWT8ZNwsae08Db79v7zGMEnUmPcuC259f7Jl8QLPVF/WKvIn2bbZanaWvk5fVDjqOQj8rB87I1qCu3+aM6EHBL2Sy3zRi21zC0FH8OmlraksZYJu1+25+leM/xXSvL0APikdPuMUjOVLc8b8gh+KMeyaFLc0ZVXgZlfLPi5hzIPJk2dCigOlKsUz5AdIB0cuCh252JbwugOpJlsqcxsOCciYEldbLVaz5bktlPdStl6wnbBSxR9mqOzKo+fUO2/4Vf+IXLPkBe5TGefBvbyEj0sCWykkZc4qYLG094qpONXvCCF1yOj1blMP6SqxiU6RXkKp61+hHgMum6xkNzKd3+nXg5gKx5WvffVf+zJdoSoHodbZFMSI4FaJE91Q0nglF/qPI+n00O3CUO3NU2vxcHvVOAaoRcCvuS9ckmuiw9AD6C8F5hKg2VwB2Pu0wEmYD6PQHzTa7XofBtLX/ycKorQezJT37y4hIE3geW9rW8dtI1YLon1gDAhg3r8ZU3CMUnE5xnBDsACj6akE3SJiCTKWDQ8p2KAoKzoB5ChHIAhnYDHHYFyMuTfTG3TOTKzPqJH+dA2jGBBqgG/KuWPak3IJC+lbauDgBMrTKzVB7glKWagMFzoSwddTABwG/rLwqbOl8jgjVDwF5PyD7eNUBVvQE0tnqIJX51mzodAaraPaUg/TdbN9jyZCvpL9JZO0RQHwpgqb9qZw7LqrzFCJ7ZjzZloCAARJLXNn9R5BJ26aptOE3VGG+MM87o7/gbT27fWy54E8Qbzt5zQAHetdogA1GW5pzS6/4mynOdadzm/Hof5Yt4M1C+7wrxvuLp1o4r5LaRx6Jwyme8IecZm4wJ2TvVWGCLIn0UUAkwACIY98gkxtbK4wtYkXHIfmSHEACDgYZRCJBhfJJH8Y625jE+AkDM+wynDwOZoyxHV27yVSWbAJYYzHiXhu/u8a6aMyq+kD0Z+KptDarw1/3M9kwpC8/urXKMcMri26c85Smr2dTOrF461hCYeRh4VxFF1RLoSo+Kh7O8nzPxNk+dVICqtkOm42yCgJnZgqo1BKyVMQBov9qz/w4ALj/GL/qHfi+dygEpRtrk35Xsr14qIgO1YZfuyStWhumn9EKymr5HlotXqO+1kesm9UL2x0OevgBtsgOwPltaGMdHdFfa4ij/8/nkwOTA4Ry4cUAVWEPQo4jyBMqm4wHHWOLyzDWKNMtMnlMgDbCAtTxzjWWOp59Brx3Euc734BaQlQBMUSYYH+pR0LKfJ1/KkvR5bOZAn3Mqf5vvU97z6qDYm5R6nkuH1wXQES9GxLPTPlqAC0segCgmOoc9tEIubwJ1GxAhPG+vJn4njFaUk+6cUn4oAcYoKa0iJf0tBy3hD4HURHzbe+BouxQLSpXlazxPlwwR4RdAKaeRKjcPn6W69R3FRr+gYJ4LZQmUMhDuGCS2/tp9/w71lm75wOPlta997aW3DC/K6keBkFfbbPTvKfvAP+8JzHu8VChHvvMbAao8EAi7xs4ImsIDOrcSI4lveLcsUSvME/rtS7jUV/TH1rClfzHWVGNRvKTlA+Bg/x/7qFouBxQi1FNyjEfV98l361VmfroJkh+H3VA0spxVOfLDt/tG5zS/3mf5Iof/vPGNb7wTTVBfIrcZ10ZkXGekMkdmnzDjnf/tNj3mUTKud+mL/dX8aoxpv0u6b3rTmx58t5SfhK+u5jJyFsN2n/Zoe554WZLN7jpZGcbgRG60jYutNtbIcl2G+Oxrjm/k2DUy15o7zMHnQu3BIPSirXKMcDGSM/oeS/oM+VBbtDS5l1PyP57RgKs8y9X2aVn2rE+1oLW+po7VWfv82Hxfx/dkifTFClDVZ3lvchzRnsg6Ca8tbyX6kO8AgSPixPGkJz3pQfz6yJrh3fiQbdbIfXTskacq3S15Vz/aFMMSsJRBSVzGUvW3RIDVxDMCb5e+P+SdNsvpQfnIpkk/V+NzRXepLVb5n88mByYHjuPAtQOq3PR7V31AAMsb13mW85v4Gchj+cMyCjbAgfK85wTWLew2ILO0GYApur3X5TmUf0s5jgkD9FS/lie0RGiwQTivU0TwtUyCpVt4ICSgjYcAr1HCgQl4beIlDJukecpR5kzi+M/yufRt9ixpD8Zp87vnPvvjSReoOPJsaeNUNmB+CxK376/7nhHh137t1y4t00BpwDKPhq17USV/QDjW7Qgda/v62I+Jh+oSSJW4b+pKyE3+eTbvoewHukUB2xIvBcR+SfoDo4K9rI75WQ6/lSzXDR9Gnt2Ji0EjfY0SsAcA0Oelw4triShUUS5G+/D132tX+taWk6rVNWXnWC+bANgj402fx1P/57WfetNmjIkPC1VyhLJVz89hfr3P8oU5XTs8l/0kt/QBirsf0m+AZMYPBnfzGsWawTSeVACgP/4/f7waNV4YexlMA0bgzdI4pu2kH7s/hsii5KnERz4aUWTW8GEU7hyfG+8BNORNcqOVEmRvjhZrxt2+PAxyAVLMbUuyGYMcAMz8cU7EEJo63+sowjOPkZTB8xQEmDIW8HwFqh0jx/i23VdY/Sqn+e7ciSyVOqnOG2nzH49d4fGu16HbsP199kkEpC8RD1bxc1pa2matjQNoTV83xy6R/sjQRA/o9d+loei5/AAAEp5JREFU7/p3POXJfvphZXzqw5/6P301Htv6xJIDyF1qi6fm04xvmQOVnOqL0fPl2Obb2+bAqN6uHVDdm8BNMIq3Ky+i9oCT60gXULgXmLqOfNxWnCbVXpgj4LfWWcIRQI+wYZmSU7KPmYBTVnGo3xZEz7v2CthnPT1m/6fEByQmnFh6Wy0tS7j2CuzFp5smCh2lkKEBGEgZWfL625I/igdljEC3pMQQxl71qldtifJGw9iTyLI9QO9eXhD8Dj2E5EYLuSExwCJPEAAdgXKNjPG8ZPcqlby6LeMjiK6RFQ1+50yUhy1lua4yGOuAJ0CF2xhTrqtc4h3JEaPn15mXtbjvu3zBIEdRt/3LXaF2ibt+ZI7y2+pJtbWc4l4ztPLu4nFn/D2FLAQA4VEr3hGZr4GQPGfXZKZRHLfxnDxJhgEO8S41B6nLY8c/8hswnYy0RHh73XrEUvqjd7Zj4iRAtttL5PBjtyPam+ah4bOdw17Z49D0jvmOrqNOtu6xTkelm+wBU+XPyiH9fc3gE6cXxqNzJvuFjrxCbyLf2hZjuRVjS3SX2uJSOea703NgJKeOnp8+BzPGU3JgVG+j56O0h3uoEtYqgW1vAqOET/n8WGHrlHmZcd0uB9YsxXtztwQk7o1rhp8cuCsc2AtAKxew9hSAwV3h0U3k85B6uIl8HZvGSI4YPT82vWO+v+/yRZa6n8JIeUw93NVv9eGtBtktZeRxu+RlKY54z+3Zq3FL2jPM5MB1cYBjhlUxjLIP47xHNjpkLllakXdddfEwx6sO1sbPh70tPsz1exNlG8mpo+c3kaeZxuEcGNXbCAcdpTQEVEcfjBIehZ/PJwcmByYHJgcmByYHJgfCgZEcMXqe7+b1ZjnAu9HWPWuefTebq5naGgdsb6De2uXUa9/M95MDt8kBnpXa7F3couI2+TbTPj0HZls8PU8fphhHcuro+cNU9oexLKeqtwmoPoytY5ZpcmByYHJgcmBy4Ew5MBJgRs/PtBgzW5MDkwOTA5MDkwOTA5MDkwP3hAMjOXX0/J6w5c4W81T1NgHVO9sEZsYnByYHJgcmByYH7h4HRgLM6PndK+HM8eTA5MDkwOTA5MDkwOTA5MDDxIGRnDp6/jCV/WEsy6nqbQio2g+vOsDEQR1rJ34/jAyfZZocmByYHJgcmByYHDieAyM5YvT8+BRnDJMDkwOTA5MDkwOTA5MDkwOTA4dzYCSnjp4fntL88iY4MKq3EQ46ytMQUD0VYjtKeD6fHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHLhtDuzFQSegets1NtOfHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmBy4NQ5MQPXWWD8TnhyYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcuGscmIDqXauxmd/JgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYFb48C1A6p7E7g1TsyEJwcmByYHJgcmByYHzo4DIzli9PzsCjAzNDkwOTA5MDkwOTA5MDkwOXCvODCSU0fP7xVz7mBhR/U2ej4q4nAP1UceeeTCr6e9CfTfz/+TA5MDkwOTA5MDkwP3lwMjOWL0/P5yapZ8cmByYHJgcmByYHJgcmBy4Bw4MJJTR8/PIc8zD2MOjOpthIOOYhoCqqMPRgmPws/nkwOTA5MDkwOTA5MDkwPhwEiOGD3Pd/M6OTA5MDkwOTA5MDkwOTA5MDlwGxwYyamj57eRx5nmdg6cqt4moLqd5zPk5MDkwOTA5MDkwOTAkRwYCTCj50cmNz+fHJgcmByYHJgcmByYHJgcmBw4igMjOXX0/KjE5sfXzoFT1dvBgKoMtL+2xP/+7/9+5V3CvexlL2uDXfzjP/5jGe63fuu3roT7+7//+zLc6173uivhPvShD5Xhfu/3fu9KuPe9731luLe85S1Xwv3Zn/1ZGe5tb3vblXDveMc7ynB/+qd/eiXcH/7hH5bh/uIv/uJKuDe96U1luA9+8INXwr3+9a8vw/3t3/7tlXCvetWrynAf+9jHroT7zd/8zTLcv/3bv10J9xsv/o0y3P/8z/88CPef//mfZZiXvvSlD8K4+ed//ucy3Ctf+cor4T7ykY+U4X77t3/7SrgPf/jDZbg3vvGNV8L95V/+ZRnuD/7gD66Ee/e7312G++P/88dXwr3zne8sw/3Jn/zJlXB/9Ed/VIZ7z3vecyXcm9/85jLcBz7wgSvhfud3fqcM9zd/8zdXwr3mNa8pw/3DP/zDlXBc3NNf2+u//Mu/XAn34he/uAz3X//1Xw/CuW/jyL1vWxJ33rXXfssReW3f517ZWlL2vGuveNUSXrbvc4/3LambvGuv6rIldd2+z7220ZK2k3ftVVtrSVts3+de221J2/71X//1x/z0hZb0lSqcvtWSvleF01db0percPp+yJhQhTGGtGSMqcIZk1oyZlXhjHEtGQOrcMbMloypVThjcEvG6CqcMb0lY34VzhzRkjmkCmfOacmcVIUzh7VkjqvCmRNbMmdW4cyxLZmDq3Dm7JbM6VU4MkBLfRht2bOe8jxtPdc23H//93+X/aIfV7bOQdpe0mmvL3/5y9tkL0bj1CseecWVcP/0T/9UxtfLNdpym17uX/3qV1+Jb+vc93d/93dlfL2ctHV8HM2lv/u7v3slf3/1V39Vptv3oa1z7kg+e+tb33ol3a3j8p//+Z+X+evncH03ddBe3/H2q313NM73c73v2nhy38uFo/lAvlvaKjvgU9Jqr/2YsXV+Gcmj6r0l7aJNL/f9PLRVZtFuE0d71c5bMq+173Pfz2v6Vd61114G0k/b97nXr1t6xSteUYbrZSXjSOJor71cbT5t3+f+P/7jP9pkL0ayl3GxpXzfX9swZzeWvmKOpX19+V+Npf2c6n+vv+jzVbhqLK3C9TKuMakKV42lVbhqLK3CVWNpFa4aS6tw1Vhahev1MHyqwlVjaRWul9XVYxWuGkurcNVYWoXr9T9ybxWuGkurcNVYWoWrxtIqXDWWVuGqsbQKV42lVbhqLK3CVWNpG06f9L+nPO/7cBvu/e9/fznO9313NE/+9V//9YPoRrJrrzdtxbK2zJEjPbyXW+k4PR/873UceW15m/u2TpU5z9trr9PjYfs+93jeUp7nmnprwxxyfxCgmsSTGdeWKFPtu9xXgGretdde8aDste9z3ysKlMe8a68VoNq+z30FqOZde60A1fZ97vvBnvKdd+21AlTb97mvANW8a68VoNq+z30FqOZde20btnoGhrTvc98DqnneXitAtX2f+wpQzbv2WgGq7fvcT0B1Aqr94PswAarVxNULX1sVT32viq8CVKtwPaBahakA1SpcLxiMQKgKUK3iqwDVKlyvwBijq3AVoFqFqwDVKlwvbJiTqnC9QG+Oq8JVgGoVrgJUq3AVoFqF6wHVKoxnPSVcxu1c23CE3TxvrxWg2r7PfT8Hmd/yrr1WgGr7PvcVoJp37bWXa0bGgV4wpcy08eS+n/soR3nXXns5ibLVvs99Pz4aP/KuvVaAavs+930folzmXXvtFYkJAjxqHDsnECD9sr1WIED7Pvf9PDRSFHsQ4KYA1V4OPjdA9T//78cNlMbBhxpQncapch6vxtL0r/ZajaXt+9xXgGretdcKUG3f574CVPOuvVaAavs+9xWgmnfttdexp3HqUUe3fiwdOV9VgGrL39xXgGretdcKUG3f574CVPOuvVaAavs+9z1GcRvGKWNz8tPKN+5bAu717/3v+655sgrXA6pVmF5vOndANXxrr22dKnP7Lve9zIqHeddee0C1fdfet/V0yP0QUE0ih0Q6v5kcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcuAsc2IuDLgKqkO9JkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwMPKwcAqntw0AmoPqwtYZZrcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJgcmByYHJglQMTUF1l0QwwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOfAoB04OqGYPgVx7Rm858d03WzdSf8lLXlJuKtueHi6+rZsOOwgreW+v/aEZW0/ifOQ361PQ//Vf//UKa7aeALr1AJitG+U7nKUtZ+77jfe3nOamQKPT4T/60Y9eKe/WA29GBw30h6Js3UT7DW94Q1ne/mCu0UEI7QbPCuTwqvCsvfYHK4xOtO0PgRkdFtMfMPb7v//7Zbr9wQ9OoG/zlXsHLLU02py5P3Vy66E3o5OD+wPVHNKTPLXX9773vW32LraeWDzaZP7d7373lfhGJwr2B3u8/e1vL/PXHwbkEKE2/7l/17vedSXdd77znWW4flN9/xNHe/V9S+Jv3+e+P9RotMm48rWk/ImjvfYH6+Fn+z73/WEDW0/WVt+Jo732hziNDnvqD01wUE0bT+77gwS3niS+9UAy/S9ptVf9tSX9uX2f+/5AROND3rXX/qAf4037Pvf94XpbN2s3HiaO9mr8bMkhBe373PeHeRmv86699gcgOcygfZ/7/kAl80netVfzT0tbTxjdeniZwxHa9HLfHyDlQLa8a6/94YkOUWjf55480BJ5Ie/aK/miJRvzt+9z3x+YRZ7Ju/baHwTqlNv2fe77g7rIW3nXXslnLW09JdyBlW08ue8PpxN33vXXNl339072fGTKntpEL3u+9rdfW7aZ/iCV+yZ7Osio70P+HyN7VgegVLJnFa6SPatw/YGLo5PWK9mziq+SPatw/QnvZJ8qXCV7VuEq2bMKV8meVbhK9qzCVbJnFa6SPatwlexZhatkzypcJXtW4SrZswrXH5ylvqtwlexZhatkzypcJXtW4frDhvSXKhzdriWyZxWukj2rcJXsWYWrZM8qXCV7VuH6g4LInlW4SvaswlWyZxWukj2rcJXsWYWrZM8qXH+I6Oiw0f7gXLJnFV8le1bhKtmzClfJnlW4SvaswlWyZxWukj2rcJXsWYWrZM8qXH84LdmzCjeSPduw5kv/t9Lqkv828ipimerD+N+e+C4zClmFI5C3hGlVuApQrcJRGFpSqVW4ClCtwrUnjYlXo6vCVYBqFa4/tU6nqML1J2rrZFW4/rQ8nbYKVwGqVbj+lD6DShWuF2oNUlW4SqitwlWAahWuP5XQoFyFqwDVKlwFqFbhKkC1ClcBqlW4SqitwlWAahVuCrVvK9vBFGr/vOTLFGq3C7WVUloJtVW4/nTeCag+egotEKSlCag+ypdHHpmAatWPPOvp3gGq05h/CRBWsmfVZirZswpXyZ5VuEr2rMJVsmcVrpI9q3CV7FmFq2TPKlwle1bhKtmzClfJnlW4ClCtwlWAahWuAlSrcBWgWoWrANUqXAWoVuEq2bMKVwGqVbgKUK3CVYBqFa4CVKtwFaBahasA1SpcJXtW4SpAtQpXAapVuApQrcJVgGoVrgJUq3AVoFqFqwDVKtxW2bMCVKv4KkC1ClcBqlW4ClCtwlWAahWuAlSrcBWgWoWrANUqXAWoVuEqQLUKVwGqVbgKUK3CVYBqFa4CVKtwFaBahasA1SpcBahW4SpAtQpXAapVuApQrcKNANU+LLxlKw0B1a0RzHCTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA/eFAxNQvS81Pcs5OTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDlwNAcmoHo0C2cEkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MD94UDE1C9LzU9yzk5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOXA0ByagejQLZwSTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwP3hQMTUL0vNT3LOTkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5cDQHJqB6NAtnBJMDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA/eFAxNQvS81Pcs5OTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDlwNAcmoHo0C2cEkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MD94UDE1C9LzU9yzk5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOXA0ByagejQLZwSTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwOTA5MDkwP3hQP/Dwg3dNPr+IDnAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公司名称一般由:\n",
    "\n",
    "    - 地区（Region）\n",
    "    - 关键词（X）\n",
    "    - 行业（Industry）\n",
    "    - 公司后缀（Org_Suffix）四部分组成。\n",
    "    \n",
    "比如【深圳市万网博通科技有限公司】，地区为【深圳市】、【万网博通】是关键词、【科技】是行业词，【有限公司是】公司后缀，这样我们就可以用 【RXIO】 表示此公司的名称结构。\n",
    "\n",
    "![image.png](attachment:6616c5bf-cc13-42c2-a130-041e0f156098.png)\n",
    "\n",
    "https://cdc.tencent.com/2020/08/30/%e5%a6%82%e4%bd%95%e6%9c%89%e6%95%88%e7%9a%84%e8%bf%9b%e8%a1%8c%e5%85%ac%e5%8f%b8%e5%90%8d%e7%a7%b0%e5%8c%b9%e9%85%8d/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "AIWIN-互联网舆情企业风险事件的识别和预警.ipynb",
   "provenance": [],
   "toc_visible": true
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